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| import Mathlib | |
| namespace OAI | |
| noncomputable section | |
| open scoped Topology SchwartzMap FourierTransform ContDiff | |
| open Set Filter MeasureTheory | |
| namespace BiharmonicKernel | |
| lemma gaussian_moment_bound (n : ℕ) : | |
| ∃ C : ℝ, ∀ x : ℝ, |x|^n * Real.exp (-(x^2/2)) ≤ C := by | |
| refine ⟨max 1 ((2:ℝ)^n * (n.factorial : ℝ)), fun x => ?_⟩ | |
| by_cases hx : |x| ≤ 1 | |
| · apply le_trans _ (le_max_left _ _) | |
| have he : Real.exp (-(x^2/2)) ≤ 1 := Real.exp_le_one_iff.mpr (neg_nonpos.mpr (by positivity)) | |
| exact (mul_le_of_le_one_left (Real.exp_nonneg _) | |
| (pow_le_one₀ (abs_nonneg x) hx)).trans he | |
| · have hx1 : 1 ≤ |x| := (lt_of_not_ge hx).le | |
| have hxx : |x| ≤ x^2 := by nlinarith [sq_abs x] | |
| have hf : (x^2/2)^n ≤ Real.exp (x^2/2)*(n.factorial : ℝ) := | |
| (div_le_iff₀ (show (0:ℝ)<(n.factorial : ℝ) by positivity)).mp | |
| (Real.pow_div_factorial_le_exp _ (by positivity) n) | |
| have hfm : (x^2/2)^n * Real.exp (-(x^2/2)) ≤ (n.factorial : ℝ) := by | |
| calc | |
| _ ≤ (Real.exp (x^2/2)*(n.factorial : ℝ))*Real.exp (-(x^2/2)) := | |
| mul_le_mul_of_nonneg_right hf (Real.exp_nonneg _) | |
| _ = (n.factorial : ℝ) := by rw [mul_right_comm, ← Real.exp_add, add_neg_cancel, Real.exp_zero, one_mul] | |
| calc | |
| _ ≤ (x^2)^n * Real.exp (-(x^2/2)) := by gcongr | |
| _ = (2:ℝ)^n *((x^2/2)^n * Real.exp (-(x^2/2))) := by | |
| rw [← mul_assoc, ← mul_pow] | |
| congr 2 | |
| ring | |
| _ ≤ (2:ℝ)^n * (n.factorial : ℝ) := mul_le_mul_of_nonneg_left hfm (by positivity) | |
| _ ≤ _ := le_max_right _ _ | |
| lemma polynomial_gaussian_bound (p : Polynomial ℝ) (k : ℕ) : | |
| ∃ C : ℝ, ∀ x : ℝ, |x|^k * |p.eval x| * Real.exp (-(x^2/2)) ≤ C := by | |
| induction p using Polynomial.induction_on' with | |
| | add p q hp hq => | |
| obtain ⟨Cp,hp⟩ := hp | |
| obtain ⟨Cq,hq⟩ := hq | |
| refine ⟨Cp+Cq, fun x => ?_⟩ | |
| calc | |
| _ ≤ |x|^k*(|p.eval x|+|q.eval x|)*Real.exp (-(x^2/2)) := by | |
| rw [Polynomial.eval_add] | |
| gcongr | |
| exact abs_add_le _ _ | |
| _ = |x|^k*|p.eval x| *Real.exp (-(x^2/2))+ | |
| |x|^k*|q.eval x| *Real.exp (-(x^2/2)) := by ring | |
| _ ≤ Cp+Cq := add_le_add (hp x) (hq x) | |
| | monomial n a => | |
| obtain ⟨C,hC⟩ := gaussian_moment_bound (k+n) | |
| refine ⟨|a| *C, fun x => ?_⟩ | |
| calc | |
| _ = |a| *(|x|^(k+n)*Real.exp (-(x^2/2))) := by | |
| simp only [Polynomial.eval_monomial, abs_mul, abs_pow, pow_add] | |
| ring | |
| _ ≤ |a| *C := mul_le_mul_of_nonneg_left (hC x) (abs_nonneg _) | |
| def gaussian : SchwartzMap ℝ ℝ where | |
| toFun x := Real.exp (-(x^2/2)) | |
| smooth' := by fun_prop | |
| decay' k n := by | |
| obtain ⟨C,hC⟩ := polynomial_gaussian_bound | |
| ((Polynomial.hermite n).map (algebraMap ℤ ℝ)) k | |
| refine ⟨C,fun x => ?_⟩ | |
| rw [norm_iteratedFDeriv_eq_norm_iteratedDeriv, iteratedDeriv_eq_iterate, | |
| Polynomial.deriv_gaussian_eq_hermite_mul_gaussian] | |
| simpa only [norm_mul, norm_pow, norm_neg, norm_one, one_pow, one_mul, | |
| Real.norm_eq_abs, abs_of_pos (Real.exp_pos _), Polynomial.eval_map, | |
| Polynomial.aeval_def, mul_assoc] using hC x | |
| variable {V : Type*} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| omit [InnerProductSpace ℝ V] in | |
| lemma norm_le_quadratic (q : ℝ) (hq : 0 < q) : | |
| ∃ (k : ℕ) (C : ℝ), ∀ x : V, ‖x‖ ≤ C * (1+‖q*‖x‖^2‖)^k := by | |
| refine ⟨1,1+q⁻¹,fun x => ?_⟩ | |
| rw [pow_one, Real.norm_eq_abs, abs_of_nonneg (by positivity)] | |
| have he : (1+q⁻¹)*(1+q*‖x‖^2) = 1+‖x‖^2+q*‖x‖^2+q⁻¹ := by | |
| field_simp | |
| ring | |
| rw [he] | |
| nlinarith [sq_nonneg (‖x‖-1/2), inv_pos.mpr hq, mul_nonneg hq.le (sq_nonneg ‖x‖)] | |
| def multiplier (b : ℝ) (hb : 0 < b) : SchwartzMap V ℂ := | |
| SchwartzMap.postcompCLM Complex.ofRealCLM | |
| (SchwartzMap.compCLM ℝ | |
| (g := fun x : V => Real.sqrt (2*b)*‖x‖^2) (by fun_prop) | |
| (norm_le_quadratic _ (Real.sqrt_pos.mpr (by positivity))) gaussian) | |
| @[simp] lemma multiplier_apply (b : ℝ) (hb : 0 < b) (x : V) : | |
| multiplier b hb x = (Real.exp (-b*‖x‖^4) : ℂ) := by | |
| change (Real.exp (-((Real.sqrt (2*b)*‖x‖^2)^2/2)) : ℂ) = _ | |
| congr 2 | |
| rw [mul_pow, Real.sq_sqrt (by positivity)] | |
| ring | |
| variable [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| open Real FourierTransform | |
| def heatKernel (θ : ℝ) (hθ : 0 < θ) : SchwartzMap V ℂ := | |
| 𝓕⁻ (multiplier (V := V) ((2*Real.pi)^4*θ) (by positivity)) | |
| lemma fourier_heatKernel (θ : ℝ) (hθ : 0 < θ) : | |
| 𝓕 (heatKernel (V := V) θ hθ) = multiplier ((2*Real.pi)^4*θ) (by positivity) := by | |
| exact fourier_fourierInv_eq (multiplier (V := V) ((2*Real.pi)^4*θ) (by positivity)) | |
| lemma integral_heatKernel (θ : ℝ) (hθ : 0 < θ) : | |
| ∫ x : V, heatKernel θ hθ x = 1 := by | |
| have h := congrArg (fun f : SchwartzMap V ℂ => f 0) (fourier_heatKernel (V := V) θ hθ) | |
| simpa [SchwartzMap.fourier_coe, Real.fourier_eq, multiplier_apply] using h | |
| lemma heatKernel_decay (θ : ℝ) (hθ : 0 < θ) (N j : ℕ) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ x : V, | |
| ‖iteratedFDeriv ℝ j (heatKernel (V := V) θ hθ) x‖ ≤ C/(1+‖x‖)^N := by | |
| let C := 2^N * (Finset.Iic (N,j)).sup (fun m => SchwartzMap.seminorm ℝ m.1 m.2) | |
| (heatKernel (V := V) θ hθ) | |
| refine ⟨C,by positivity,fun x => ?_⟩ | |
| apply (le_div_iff₀ (by positivity)).mpr | |
| rw [mul_comm] | |
| exact SchwartzMap.one_add_le_sup_seminorm_apply (𝕜 := ℝ) (m := (N,j)) | |
| le_rfl le_rfl (heatKernel (V := V) θ hθ) x | |
| lemma heatKernel_invariant (θ : ℝ) (hθ : 0 < θ) (A : V ≃ₗᵢ[ℝ] V) (x : V) : | |
| heatKernel θ hθ (A x) = heatKernel θ hθ x := by | |
| have hm : (fun y : V => multiplier ((2*Real.pi)^4*θ) (by positivity) (A y)) = | |
| (multiplier ((2*Real.pi)^4*θ) (by positivity) : V → ℂ) := by | |
| ext y | |
| simp | |
| unfold heatKernel | |
| rw [SchwartzMap.fourierInv_coe, Real.fourierInv_eq_fourier_neg, | |
| ← map_neg A, ← Real.fourier_comp_linearIsometry, Function.comp_def, hm, | |
| ← Real.fourierInv_eq_fourier_neg] | |
| open scoped RealInnerProductSpace Real | |
| lemma fourierInv_comp_smul (f : V → ℂ) (r : ℝ) (hr : 0 < r) (x : V) : | |
| 𝓕⁻ (fun ξ => f (r • ξ)) x = (r ^ Module.finrank ℝ V)⁻¹ • 𝓕⁻ f (r⁻¹ • x) := by | |
| rw [Real.fourierInv_eq, Real.fourierInv_eq] | |
| convert Measure.integral_comp_smul_of_nonneg volume | |
| (fun ξ : V => Real.fourierChar ⟪ξ,r⁻¹ • x⟫ • f ξ) r (hR := hr.le) using 1 | |
| congr 1 | |
| ext ξ | |
| simp only [real_inner_smul_left, real_inner_smul_right] | |
| rw [← mul_assoc, inv_mul_cancel₀ hr.ne', one_mul] | |
| lemma heatKernel_scaling (θ : ℝ) (hθ : 0 < θ) (r : ℝ) (hr : 0 < r) (x : V) : | |
| heatKernel (r^4*θ) (by positivity) x = | |
| (r ^ Module.finrank ℝ V)⁻¹ • heatKernel θ hθ (r⁻¹ • x) := by | |
| have hm : (multiplier (V := V) ((2*Real.pi)^4*(r^4*θ)) (by positivity) : V → ℂ) = | |
| fun ξ => multiplier ((2*Real.pi)^4*θ) (by positivity) (r • ξ) := by | |
| ext ξ | |
| simp only [multiplier_apply, norm_smul, Real.norm_eq_abs, abs_of_pos hr] | |
| congr 2 | |
| ring | |
| simp only [heatKernel, SchwartzMap.fourierInv_coe, hm] | |
| exact fourierInv_comp_smul _ _ hr _ | |
| lemma heatKernel_deriv_scaling (θ : ℝ) (hθ : 0 < θ) (r : ℝ) (hr : 0 < r) | |
| (j : ℕ) (x : V) : | |
| iteratedFDeriv ℝ j (heatKernel (V := V) (r^4*θ) (by positivity)) x = | |
| ((r ^ Module.finrank ℝ V)⁻¹ * (r⁻¹)^j) • | |
| iteratedFDeriv ℝ j (heatKernel θ hθ) (r⁻¹ • x) := by | |
| have he : (heatKernel (V := V) (r^4*θ) (by positivity) : V → ℂ) = | |
| fun y => (r ^ Module.finrank ℝ V)⁻¹ • heatKernel θ hθ (r⁻¹ • y) := by | |
| ext y | |
| exact heatKernel_scaling θ hθ r hr y | |
| rw [he, iteratedFDeriv_const_smul_apply'] | |
| · rw [iteratedFDeriv_comp_const_smul r⁻¹ ((heatKernel θ hθ).smooth j), smul_smul] | |
| · exact (((heatKernel θ hθ).smooth j).comp (by fun_prop)).contDiffAt | |
| lemma heatKernel_scaled_decay (N j : ℕ) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ r : ℝ, ∀ hr : 0 < r, ∀ x : V, | |
| ‖iteratedFDeriv ℝ j (heatKernel (V := V) (r^4) (by positivity)) x‖ ≤ | |
| C / r^(Module.finrank ℝ V+j) / (1+‖x‖/r)^N := by | |
| obtain ⟨C,hC,hdec⟩ := heatKernel_decay (V := V) 1 zero_lt_one N j | |
| refine ⟨C,hC,fun r hr x => ?_⟩ | |
| have hid := heatKernel_deriv_scaling (V := V) 1 zero_lt_one r hr j x | |
| simp only [mul_one] at hid | |
| rw [hid, norm_smul, Real.norm_eq_abs, abs_of_nonneg (by positivity)] | |
| have hd := hdec (r⁻¹ • x) | |
| simp only [norm_smul, Real.norm_eq_abs, abs_of_pos (inv_pos.mpr hr)] at hd | |
| calc | |
| _ ≤ ((r ^ Module.finrank ℝ V)⁻¹ * r⁻¹^j) * (C/(1+r⁻¹*‖x‖)^N) := by gcongr | |
| _ = _ := by rw [pow_add, inv_pow]; field_simp | |
| def symbol (x : V) : ℝ := (2*Real.pi)^4 * ‖x‖^4 | |
| omit [InnerProductSpace ℝ V] [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] in | |
| lemma symbol_nonneg (x : V) : 0 ≤ symbol x := by unfold symbol; positivity | |
| omit [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] in | |
| lemma symbol_temperate : Function.HasTemperateGrowth (symbol (V := V)) := by | |
| have he : symbol (V := V) = fun x : V => (2*Real.pi)^4 * (‖x‖^2)^2 := by | |
| ext x | |
| unfold symbol | |
| ring | |
| rw [he] | |
| fun_prop | |
| def kernel (t : ℝ) (x : V) : ℂ := | |
| 𝓕⁻ (fun ξ : V => (Real.exp (-t*symbol ξ) : ℂ)) x | |
| lemma heatKernel_eq_kernel (t : ℝ) (ht : 0 < t) : | |
| (heatKernel (V := V) t ht : V → ℂ) = kernel t := by | |
| simp only [heatKernel, SchwartzMap.fourierInv_coe] | |
| congr 1 | |
| ext ξ | |
| simp only [multiplier_apply, symbol] | |
| congr 2 | |
| ring | |
| lemma kernel_hasDerivAt (t : ℝ) (ht : 0 < t) (x : V) : | |
| HasDerivAt (fun s => kernel s x) | |
| (𝓕⁻ (fun ξ : V => (-symbol ξ) • (Real.exp (-t*symbol ξ) : ℂ)) x) t := by | |
| let F := fun s : ℝ => fun ξ : V => Real.fourierChar ⟪ξ,x⟫ • (Real.exp (-s*symbol ξ) : ℂ) | |
| let F' := fun s : ℝ => fun ξ : V => | |
| Real.fourierChar ⟪ξ,x⟫ • ((-symbol ξ) • (Real.exp (-s*symbol ξ) : ℂ)) | |
| let W := SchwartzMap.smulLeftCLM ℂ (symbol (V := V)) | |
| (multiplier (V := V) ((2*Real.pi)^4*(t/2)) (by positivity)) | |
| have hW (ξ : V) : ‖W ξ‖ = symbol ξ * Real.exp (-(t/2)*symbol ξ) := by | |
| simp only [W, SchwartzMap.smulLeftCLM_apply_apply symbol_temperate, | |
| multiplier_apply, norm_smul, Complex.norm_real, Real.norm_eq_abs, | |
| abs_of_nonneg (symbol_nonneg ξ), abs_of_pos (Real.exp_pos _)] | |
| congr 2 | |
| unfold symbol | |
| ring | |
| have htemp : Continuous (symbol (V := V)) := symbol_temperate.1.continuous | |
| have hFi : Integrable (F t) := by | |
| have hm : (fun ξ => (Real.exp (-t*symbol ξ) : ℂ)) = | |
| (multiplier (V := V) ((2*Real.pi)^4*t) (by positivity) : V → ℂ) := by | |
| ext ξ | |
| rw [multiplier_apply] | |
| congr 2 | |
| unfold symbol | |
| ring | |
| have hi : Integrable (multiplier (V := V) ((2*Real.pi)^4*t) (by positivity)) volume := | |
| (multiplier (V := V) ((2*Real.pi)^4*t) (by positivity)).integrable | |
| convert (Real.fourierIntegral_convergent_iff (-x)).mpr hi using 1 | |
| ext ξ | |
| rw [← congrFun hm ξ] | |
| simp only [F, inner_neg_right, neg_neg] | |
| have hder : ∀ ξ : V, ∀ s : ℝ, HasDerivAt (fun u => F u ξ) (F' s ξ) s := by | |
| intro ξ s | |
| have h : HasDerivAt (fun u : ℝ => (Real.exp (-u*symbol ξ) : ℂ)) | |
| ((-symbol ξ) • (Real.exp (-s*symbol ξ) : ℂ)) s := by | |
| convert (((hasDerivAt_id s).neg.mul_const (symbol ξ)).exp).ofReal_comp using 1 <;> | |
| simp [Complex.real_smul, mul_comm] | |
| simpa only [F, F'] using h.fun_const_smul (Real.fourierChar ⟪ξ,x⟫) | |
| have hh := hasDerivAt_integral_of_dominated_loc_of_deriv_le | |
| (F := F) (F' := F') (bound := fun ξ : V => ‖W ξ‖) | |
| (s := Ioi (t/2)) (Ioi_mem_nhds (show t/2 < t by linarith)) | |
| (Filter.Eventually.of_forall (fun s => | |
| (show Continuous (F s) by dsimp [F]; fun_prop).aestronglyMeasurable)) hFi | |
| (show AEStronglyMeasurable (F' t) volume from | |
| (show Continuous (F' t) by dsimp [F']; fun_prop).aestronglyMeasurable) | |
| (Filter.Eventually.of_forall (fun ξ s hs => by | |
| change ‖Real.fourierChar ⟪ξ,x⟫ • ((-symbol ξ) • | |
| (Real.exp (-s*symbol ξ) : ℂ))‖ ≤ ‖W ξ‖ | |
| simp only [Circle.norm_smul, norm_smul, Complex.norm_real, Real.norm_eq_abs, | |
| abs_neg, abs_of_nonneg (symbol_nonneg ξ), abs_of_pos (Real.exp_pos _), hW] | |
| apply mul_le_mul_of_nonneg_left _ (symbol_nonneg ξ) | |
| apply Real.exp_le_exp.mpr | |
| have hs' : t/2 ≤ s := hs.le | |
| nlinarith [symbol_nonneg ξ])) W.integrable.norm | |
| (Filter.Eventually.of_forall (fun ξ s _ => hder ξ s)) | |
| simpa only [kernel, Real.fourierInv_eq, F, F'] using hh.2 | |
| open Laplacian | |
| lemma biharmonic_eq_fourierMultiplier (f : SchwartzMap V ℂ) : | |
| Δ (Δ f) = SchwartzMap.fourierMultiplierCLM ℂ (symbol (V := V)) f := by | |
| have hg : Function.HasTemperateGrowth (fun ξ : V => ‖ξ‖^2) := by fun_prop | |
| rw [SchwartzMap.laplacian_eq_fourierMultiplierCLM (Δ f), | |
| SchwartzMap.laplacian_eq_fourierMultiplierCLM f, map_smul, smul_smul, | |
| SchwartzMap.fourierMultiplierCLM_fourierMultiplierCLM_apply hg hg] | |
| have he : symbol (V := V) = | |
| ((-(2*Real.pi)^2)* (-(2*Real.pi)^2)) • | |
| ((fun ξ : V => ‖ξ‖^2) * (fun ξ : V => ‖ξ‖^2)) := by | |
| ext ξ | |
| simp only [symbol, Pi.smul_apply, Pi.mul_apply, smul_eq_mul] | |
| ring | |
| rw [he, SchwartzMap.fourierMultiplierCLM_smul (hg.mul hg)] | |
| rfl | |
| lemma kernel_heat_equation (t : ℝ) (ht : 0 < t) (x : V) : | |
| HasDerivAt (fun s => kernel s x) (-((Δ (Δ (heatKernel (V := V) t ht))) x)) t := by | |
| have hd := kernel_hasDerivAt t ht x | |
| have he : (fun ξ : V => (-symbol ξ) • (Real.exp (-t*symbol ξ) : ℂ)) = | |
| ((-SchwartzMap.smulLeftCLM ℂ (symbol (V := V)) | |
| (multiplier (V := V) ((2*Real.pi)^4*t) (by positivity)) : SchwartzMap V ℂ) : V → ℂ) := by | |
| ext ξ | |
| simp only [neg_apply, SchwartzMap.smulLeftCLM_apply_apply symbol_temperate, | |
| multiplier_apply, neg_smul] | |
| congr 2 | |
| congr 1 | |
| unfold symbol | |
| ring_nf | |
| rw [he, ← SchwartzMap.fourierInv_coe, FourierTransform.fourierInv_neg] at hd | |
| rw [biharmonic_eq_fourierMultiplier, SchwartzMap.fourierMultiplierCLM_apply, | |
| fourier_heatKernel] | |
| exact hd | |
| lemma kernel_eq_scaled (t : ℝ) (ht : 0 < t) (x : V) : | |
| kernel t x = ((Real.sqrt (Real.sqrt t)) ^ Module.finrank ℝ V)⁻¹ • | |
| heatKernel 1 zero_lt_one ((Real.sqrt (Real.sqrt t))⁻¹ • x) := by | |
| have hr : 0 < Real.sqrt (Real.sqrt t) := Real.sqrt_pos.mpr (Real.sqrt_pos.mpr ht) | |
| have he : (Real.sqrt (Real.sqrt t))^4 = t := by | |
| calc | |
| _ = ((Real.sqrt (Real.sqrt t))^2)^2 := by ring | |
| _ = t := by rw [Real.sq_sqrt (Real.sqrt_nonneg t), Real.sq_sqrt ht.le] | |
| have hs := heatKernel_scaling (V := V) 1 zero_lt_one _ hr x | |
| simp only [mul_one, he] at hs | |
| rw [← heatKernel_eq_kernel t ht] | |
| exact hs | |
| lemma kernel_contDiffAt (q : ℝ × V) (hq : 0 < q.1) : | |
| ContDiffAt ℝ ∞ (fun p : ℝ × V => kernel p.1 p.2) q := by | |
| have hr : ContDiffAt ℝ ∞ (fun p : ℝ × V => Real.sqrt (Real.sqrt p.1)) q := | |
| (contDiffAt_fst.sqrt (ne_of_gt hq)).sqrt (ne_of_gt (Real.sqrt_pos.mpr hq)) | |
| have hpos : 0 < Real.sqrt (Real.sqrt q.1) := Real.sqrt_pos.mpr (Real.sqrt_pos.mpr hq) | |
| have hs : ContDiffAt ℝ ∞ (fun p : ℝ × V => | |
| ((Real.sqrt (Real.sqrt p.1)) ^ Module.finrank ℝ V)⁻¹ • | |
| heatKernel 1 zero_lt_one ((Real.sqrt (Real.sqrt p.1))⁻¹ • p.2)) q := | |
| ((hr.pow _).inv (pow_ne_zero _ hpos.ne')).smul | |
| (((heatKernel (V := V) 1 zero_lt_one).smooth ⊤).contDiffAt.comp q | |
| ((hr.inv hpos.ne').smul contDiffAt_snd)) | |
| apply hs.congr_of_eventuallyEq | |
| filter_upwards [continuous_fst.continuousAt.eventually (Ioi_mem_nhds hq)] with p hp | |
| exact kernel_eq_scaled _ hp _ | |
| lemma integral_norm_heatKernel (t : ℝ) (ht : 0 < t) : | |
| ∫ x : V, ‖heatKernel t ht x‖ = ∫ x : V, ‖heatKernel 1 zero_lt_one x‖ := by | |
| let r := Real.sqrt (Real.sqrt t) | |
| have hr : 0 < r := Real.sqrt_pos.mpr (Real.sqrt_pos.mpr ht) | |
| have he : (fun x : V => ‖heatKernel t ht x‖) = | |
| fun x => (r ^ Module.finrank ℝ V)⁻¹ * ‖heatKernel 1 zero_lt_one (r⁻¹ • x)‖ := by | |
| ext x | |
| rw [congrFun (heatKernel_eq_kernel t ht) x, kernel_eq_scaled t ht x, | |
| norm_smul, Real.norm_eq_abs, abs_of_nonneg (by positivity)] | |
| rw [he, integral_const_mul, | |
| MeasureTheory.Measure.integral_comp_inv_smul_of_nonneg volume | |
| (fun x : V => ‖heatKernel 1 zero_lt_one x‖) hr.le] | |
| simp [hr.ne'] | |
| end BiharmonicKernel | |
| open scoped Topology ZeroAtInfty | |
| open Set Filter MeasureTheory | |
| namespace C0Convolution | |
| variable {V : Type*} [NormedAddCommGroup V] | |
| def translate (y : V) (f : C₀(V, ℂ)) : C₀(V, ℂ) := | |
| f.comp (Homeomorph.subRight y).toCocompactMap | |
| @[simp] lemma translate_apply (y : V) (f : C₀(V, ℂ)) (x : V) : | |
| translate y f x = f (x-y) := rfl | |
| @[simp] lemma translate_zero (f : C₀(V, ℂ)) : translate 0 f = f := by | |
| ext x | |
| simp | |
| @[simp] lemma translate_add (y : V) (f g : C₀(V, ℂ)) : | |
| translate y (f+g) = translate y f + translate y g := rfl | |
| @[simp] lemma translate_smul (y : V) (c : ℂ) (f : C₀(V, ℂ)) : | |
| translate y (c • f) = c • translate y f := rfl | |
| lemma norm_le_iff (f : C₀(V, ℂ)) {C : ℝ} (hC : 0 ≤ C) : | |
| ‖f‖ ≤ C ↔ ∀ x : V, ‖f x‖ ≤ C := | |
| BoundedContinuousFunction.norm_le hC | |
| lemma apply_norm_le (f : C₀(V, ℂ)) (x : V) : ‖f x‖ ≤ ‖f‖ := | |
| f.toBCF.norm_coe_le_norm x | |
| @[simp] lemma norm_translate (y : V) (f : C₀(V, ℂ)) : ‖translate y f‖ = ‖f‖ := by | |
| apply le_antisymm | |
| · exact (norm_le_iff _ (norm_nonneg _)).mpr (fun x => apply_norm_le f (x-y)) | |
| · apply (norm_le_iff _ (norm_nonneg _)).mpr | |
| intro x | |
| simpa using apply_norm_le (translate y f) (x+y) | |
| lemma continuous_translate (f : C₀(V, ℂ)) : Continuous (fun y : V => translate y f) := by | |
| apply continuous_iff_continuousAt.mpr | |
| intro y | |
| apply Metric.continuousAt_iff.mpr | |
| intro ε hε | |
| obtain ⟨δ,hδ,hf⟩ := Metric.uniformContinuous_iff.mp (ZeroAtInftyContinuousMap.uniformContinuous f) (ε/2) (by positivity) | |
| refine ⟨δ,hδ,fun z hz => ?_⟩ | |
| apply lt_of_le_of_lt _ (show ε/2 < ε by linarith) | |
| change dist (translate z f).toBCF (translate y f).toBCF ≤ ε/2 | |
| apply (BoundedContinuousFunction.dist_le (by positivity)).mpr | |
| intro x | |
| change dist (f (x-z)) (f (x-y)) ≤ ε/2 | |
| apply (hf ?_).le | |
| simpa only [dist_sub_left] using hz | |
| def eval (x : V) : C₀(V, ℂ) →L[ℂ] ℂ := | |
| LinearMap.mkContinuous | |
| { toFun := fun f => f x | |
| map_add' := fun _ _ => rfl | |
| map_smul' := fun _ _ => rfl } | |
| 1 (fun f => by simpa using apply_norm_le f x) | |
| @[simp] lemma eval_apply (x : V) (f : C₀(V, ℂ)) : eval x f = f x := rfl | |
| variable [MeasureSpace V] [BorelSpace V] [SecondCountableTopology V] | |
| lemma integrable_translated (k : V → ℂ) (hk : Integrable k) (f : C₀(V, ℂ)) : | |
| Integrable (fun y : V => k y • translate y f) := by | |
| apply (hk.norm.mul_const ‖f‖).mono' | |
| · exact hk.aestronglyMeasurable.smul (continuous_translate f).aestronglyMeasurable | |
| · filter_upwards with y | |
| simp only [norm_smul, norm_translate, le_refl] | |
| def convolve (k : V → ℂ) (f : C₀(V, ℂ)) : C₀(V, ℂ) := | |
| ∫ y : V, k y • translate y f | |
| lemma convolve_apply (k : V → ℂ) (hk : Integrable k) (f : C₀(V, ℂ)) (x : V) : | |
| convolve k f x = ∫ y : V, k y * f (x-y) := by | |
| have h := (eval x).integral_comp_comm (integrable_translated k hk f) | |
| simpa [convolve] using h.symm | |
| omit [BorelSpace V] [SecondCountableTopology V] in | |
| lemma norm_convolve_le (k : V → ℂ) (f : C₀(V, ℂ)) : | |
| ‖convolve k f‖ ≤ (∫ y : V, ‖k y‖) * ‖f‖ := by | |
| calc | |
| _ ≤ ∫ y : V, ‖k y • translate y f‖ := norm_integral_le_integral_norm _ | |
| _ = _ := by simp only [norm_smul, norm_translate, integral_mul_const] | |
| lemma convolve_add (k : V → ℂ) (hk : Integrable k) (f g : C₀(V, ℂ)) : | |
| convolve k (f+g) = convolve k f + convolve k g := by | |
| have he (y : V) : k y • translate y (f+g) = | |
| k y • translate y f + k y • translate y g := by | |
| ext x | |
| exact mul_add (k y) (f (x-y)) (g (x-y)) | |
| simp only [convolve, he] | |
| exact integral_add (integrable_translated k hk f) (integrable_translated k hk g) | |
| omit [BorelSpace V] [SecondCountableTopology V] in | |
| lemma convolve_smul (k : V → ℂ) (c : ℂ) (f : C₀(V, ℂ)) : | |
| convolve k (c • f) = c • convolve k f := by | |
| simp only [convolve, translate_smul, smul_comm (k _) c, integral_smul] | |
| def convolveCLM (k : V → ℂ) (hk : Integrable k) : C₀(V, ℂ) →L[ℂ] C₀(V, ℂ) := | |
| LinearMap.mkContinuous | |
| { toFun := convolve k | |
| map_add' := convolve_add k hk | |
| map_smul' := convolve_smul k } | |
| (∫ y : V, ‖k y‖) (norm_convolve_le k) | |
| lemma norm_convolveCLM_le (k : V → ℂ) (hk : Integrable k) : | |
| ‖convolveCLM k hk‖ ≤ ∫ y : V, ‖k y‖ := by | |
| exact LinearMap.mkContinuous_norm_le _ (integral_nonneg (fun _ => norm_nonneg _)) _ | |
| variable [NormedSpace ℝ V] | |
| lemma integrable_scaled_translated (k : V → ℂ) (hk : Integrable k) | |
| (r : ℝ) (f : C₀(V, ℂ)) : | |
| Integrable (fun y : V => k y • translate (r • y) f) := by | |
| apply (hk.norm.mul_const ‖f‖).mono' | |
| · exact hk.aestronglyMeasurable.smul | |
| ((continuous_translate f).comp (continuous_const.smul continuous_id)).aestronglyMeasurable | |
| · filter_upwards with y | |
| simp only [norm_smul, norm_translate, le_refl] | |
| def scaleConvolve (k : V → ℂ) (r : ℝ) (f : C₀(V, ℂ)) : C₀(V, ℂ) := | |
| ∫ y : V, k y • translate (r • y) f | |
| lemma continuous_scaleConvolve (k : V → ℂ) (hk : Integrable k) (f : C₀(V, ℂ)) : | |
| Continuous (fun r : ℝ => scaleConvolve k r f) := by | |
| apply continuous_of_dominated (bound := fun y => ‖k y‖ * ‖f‖) | |
| · exact fun r => (integrable_scaled_translated k hk r f).aestronglyMeasurable | |
| · intro r | |
| filter_upwards with y | |
| simp only [norm_smul, norm_translate, le_refl] | |
| · exact hk.norm.mul_const ‖f‖ | |
| · filter_upwards with y | |
| exact (continuous_const : Continuous (fun _ : ℝ => k y)).smul | |
| ((continuous_translate f).comp | |
| (continuous_id.smul (continuous_const : Continuous (fun _ : ℝ => y)))) | |
| omit [BorelSpace V] [SecondCountableTopology V] in | |
| lemma scaleConvolve_zero (k : V → ℂ) (f : C₀(V, ℂ)) : | |
| scaleConvolve k 0 f = (∫ y : V, k y) • f := by | |
| simp only [scaleConvolve, zero_smul, translate_zero, integral_smul_const] | |
| lemma scaleConvolve_tendsto (k : V → ℂ) (hk : Integrable k) | |
| (hmass : ∫ y : V, k y = 1) (f : C₀(V, ℂ)) : | |
| Tendsto (fun r : ℝ => scaleConvolve k r f) (𝓝 0) (𝓝 f) := by | |
| simpa only [scaleConvolve_zero, hmass, one_smul] using | |
| (continuous_scaleConvolve k hk f).tendsto 0 | |
| variable [FiniteDimensional ℝ V] [Measure.IsAddHaarMeasure (volume : Measure V)] | |
| omit [SecondCountableTopology V] in | |
| lemma convolve_scaled (k : V → ℂ) (r : ℝ) (hr : 0 < r) (f : C₀(V, ℂ)) : | |
| convolve (fun y : V => (r ^ Module.finrank ℝ V)⁻¹ • k (r⁻¹ • y)) f = | |
| scaleConvolve k r f := by | |
| have he (y : V) : | |
| ((r ^ Module.finrank ℝ V)⁻¹ • k (r⁻¹ • y)) • translate y f = | |
| (r ^ Module.finrank ℝ V)⁻¹ • | |
| (k (r⁻¹ • y) • translate (r • (r⁻¹ • y)) f) := by | |
| rw [smul_inv_smul₀ hr.ne'] | |
| ext x | |
| exact smul_mul_assoc _ _ _ | |
| simp only [convolve, he, integral_smul] | |
| rw [Measure.integral_comp_inv_smul_of_nonneg volume | |
| (fun y : V => k y • translate (r • y) f) hr.le] | |
| rw [inv_smul_smul₀ (pow_ne_zero _ hr.ne')] | |
| rfl | |
| open scoped Convolution | |
| omit [NormedSpace ℝ V] [FiniteDimensional ℝ V] | |
| [Measure.IsAddHaarMeasure (volume : Measure V)] in | |
| lemma convolve_coe (k : V → ℂ) (hk : Integrable k) (f : C₀(V, ℂ)) : | |
| (convolve k f : V → ℂ) = k ⋆[ContinuousLinearMap.mul ℂ ℂ] (f : V → ℂ) := by | |
| ext x | |
| exact convolve_apply k hk f x | |
| lemma convolve_assoc (k l : V → ℂ) (hk : Integrable k) (hl : Integrable l) | |
| (hkc : Continuous k) (hlc : Continuous l) (f : C₀(V, ℂ)) : | |
| convolve (k ⋆[ContinuousLinearMap.mul ℂ ℂ] l) f = convolve k (convolve l f) := by | |
| apply DFunLike.coe_injective | |
| rw [convolve_coe _ (hk.integrable_convolution _ hl) f, | |
| convolve_coe k hk, convolve_coe l hl] | |
| ext x | |
| apply convolution_assoc' (ContinuousLinearMap.mul ℂ ℂ) | |
| (ContinuousLinearMap.mul ℂ ℂ) (ContinuousLinearMap.mul ℂ ℂ) | |
| (ContinuousLinearMap.mul ℂ ℂ) (fun _ _ _ => mul_assoc _ _ _) | |
| (hk.ae_convolution_exists _ hl) | |
| · filter_upwards with z | |
| change Integrable (fun y => l y * f (z-y)) | |
| exact (eval z).integrable_comp (integrable_translated l hl f) | |
| · apply ((hk.convolution_integrand (ContinuousLinearMap.mul ℂ ℂ) hl).norm.mul_const ‖f‖).mono' | |
| · exact (show Continuous (fun p : V × V => k p.2 * (l (p.1-p.2) * f (x-p.1))) by | |
| fun_prop).aestronglyMeasurable | |
| · filter_upwards with p | |
| simp only [Function.uncurry, ContinuousLinearMap.mul_apply', norm_mul] | |
| calc | |
| _ = (‖k p.2‖ * ‖l (p.1-p.2)‖) * ‖f (x-p.1)‖ := by ring | |
| _ ≤ _ := mul_le_mul_of_nonneg_left (apply_norm_le f _) (by positivity) | |
| end C0Convolution | |
| namespace BiharmonicKernel | |
| open scoped FourierTransform ZeroAtInfty | |
| variable {V : Type*} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| lemma heatKernel_semigroup (s t : ℝ) (hs : 0 < s) (ht : 0 < t) : | |
| SchwartzMap.convolution (ContinuousLinearMap.mul ℂ ℂ) | |
| (heatKernel (V := V) s hs) (heatKernel t ht) = | |
| heatKernel (s+t) (by positivity) := by | |
| apply (FourierTransform.fourierEquiv ℂ (SchwartzMap V ℂ)).injective | |
| ext ξ | |
| simp only [FourierTransform.fourierEquiv_apply, SchwartzMap.fourier_convolution, | |
| fourier_heatKernel, SchwartzMap.pairing_apply_apply, | |
| ContinuousLinearMap.mul_apply', multiplier_apply] | |
| rw [← Complex.ofReal_mul, ← Real.exp_add] | |
| congr 2 | |
| ring | |
| def evolution (t : ℝ) (f : C₀(V, ℂ)) : C₀(V, ℂ) := | |
| C0Convolution.scaleConvolve (heatKernel 1 zero_lt_one) | |
| (Real.sqrt (Real.sqrt t)) f | |
| lemma evolution_zero (f : C₀(V, ℂ)) : evolution 0 f = f := by | |
| simp only [evolution, Real.sqrt_zero, C0Convolution.scaleConvolve_zero, | |
| integral_heatKernel, one_smul] | |
| lemma evolution_continuous (f : C₀(V, ℂ)) : Continuous (fun t : ℝ => evolution t f) := by | |
| exact (C0Convolution.continuous_scaleConvolve | |
| (heatKernel 1 zero_lt_one) (heatKernel (V := V) 1 zero_lt_one).integrable f).comp | |
| (Real.continuous_sqrt.comp Real.continuous_sqrt) | |
| lemma evolution_initial_trace (f : C₀(V, ℂ)) : | |
| Tendsto (fun t : ℝ => evolution t f) (𝓝[>] 0) (𝓝 f) := by | |
| simpa only [ContinuousWithinAt, evolution_zero] using ((evolution_continuous f).continuousAt (x := 0)).continuousWithinAt (s := Ioi 0) | |
| lemma evolution_eq_convolve (t : ℝ) (ht : 0 < t) (f : C₀(V, ℂ)) : | |
| evolution t f = C0Convolution.convolve (heatKernel t ht) f := by | |
| have he : (heatKernel (V := V) t ht : V → ℂ) = | |
| fun x => ((Real.sqrt (Real.sqrt t)) ^ Module.finrank ℝ V)⁻¹ • | |
| heatKernel 1 zero_lt_one ((Real.sqrt (Real.sqrt t))⁻¹ • x) := by | |
| ext x | |
| rw [congrFun (heatKernel_eq_kernel t ht) x, kernel_eq_scaled t ht x] | |
| rw [he, C0Convolution.convolve_scaled _ _ | |
| (Real.sqrt_pos.mpr (Real.sqrt_pos.mpr ht))] | |
| rfl | |
| lemma evolution_apply (t : ℝ) (ht : 0 < t) (f : C₀(V, ℂ)) (x : V) : | |
| evolution t f x = ∫ y : V, heatKernel t ht y * f (x-y) := by | |
| rw [evolution_eq_convolve t ht f, | |
| C0Convolution.convolve_apply _ (heatKernel t ht).integrable] | |
| lemma evolution_norm_le (t : ℝ) (ht : 0 < t) (f : C₀(V, ℂ)) : | |
| ‖evolution t f‖ ≤ (∫ x : V, ‖heatKernel 1 zero_lt_one x‖) * ‖f‖ := by | |
| rw [evolution_eq_convolve t ht f] | |
| simpa only [integral_norm_heatKernel] using | |
| C0Convolution.norm_convolve_le (heatKernel t ht) f | |
| open scoped Convolution | |
| lemma evolution_semigroup (s t : ℝ) (hs : 0 < s) (ht : 0 < t) (f : C₀(V, ℂ)) : | |
| evolution (s+t) f = evolution s (evolution t f) := by | |
| rw [evolution_eq_convolve _ (add_pos hs ht), evolution_eq_convolve s hs, | |
| evolution_eq_convolve t ht, | |
| ← C0Convolution.convolve_assoc _ _ (heatKernel s hs).integrable | |
| (heatKernel t ht).integrable (heatKernel s hs).continuous (heatKernel t ht).continuous] | |
| congr 1 | |
| ext x | |
| have he := congrArg (fun h : SchwartzMap V ℂ => h x) (heatKernel_semigroup s t hs ht) | |
| rw [SchwartzMap.convolution_apply] at he | |
| exact he.symm | |
| end BiharmonicKernel | |
| open scoped SchwartzMap Topology ZeroAtInfty Convolution ContDiff BoundedContinuousFunction | |
| open Set Filter MeasureTheory | |
| namespace SchwartzConvolution | |
| section ShiftedMajorant | |
| universe u | |
| variable {V E F A : Type u} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasureSpace V] [BorelSpace V] | |
| [Measure.IsAddHaarMeasure (volume : Measure V)] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| [NormedAddCommGroup F] [NormedSpace ℝ F] | |
| lemma shifted_majorant (g : SchwartzMap V E) (x₀ : V) : | |
| ∃ b : V → ℝ, Integrable b ∧ ∀ x ∈ Metric.ball x₀ 1, ∀ y, | |
| ‖g (x-y)‖ ≤ b y := by | |
| let N := Module.finrank ℝ V + 1 | |
| let C := 2^N * (Finset.Iic (N,0)).sup (fun i => SchwartzMap.seminorm ℝ i.1 i.2) g | |
| have hC : 0 ≤ C := by positivity | |
| have hdec (z : V) : (1+‖z‖)^N * ‖g z‖ ≤ C := by | |
| simpa only [norm_iteratedFDeriv_zero] using | |
| SchwartzMap.one_add_le_sup_seminorm_apply (𝕜 := ℝ) (m := (N,0)) | |
| le_rfl le_rfl g z | |
| refine ⟨fun y => (2^N*C)/(1+‖x₀-y‖)^N, ?_, ?_⟩ | |
| · have hi : Integrable (fun z : V => (1+‖z‖) ^ (-(N : ℝ))) := | |
| integrable_one_add_norm (by dsimp [N]; norm_num) | |
| simpa only [Real.rpow_neg (by positivity : (0:ℝ) ≤ 1+‖x₀-_‖), | |
| Real.rpow_natCast, div_eq_mul_inv] using (hi.comp_sub_left x₀).const_mul (2^N*C) | |
| · intro x hx y | |
| have hd : ‖x₀-x‖ < 1 := by simpa only [Metric.mem_ball, dist_eq_norm, norm_sub_rev] using hx | |
| have hn : ‖x₀-y‖ ≤ ‖x₀-x‖ + ‖x-y‖ := by simpa only [sub_add_sub_cancel] using norm_add_le (x₀-x) (x-y) | |
| have hs : 1+‖x₀-y‖ ≤ 2*(1+‖x-y‖) := by nlinarith [norm_nonneg (x-y)] | |
| apply (le_div_iff₀ (by positivity)).mpr | |
| calc | |
| ‖g (x-y)‖ * (1+‖x₀-y‖)^N ≤ ‖g (x-y)‖ * (2*(1+‖x-y‖))^N := by gcongr | |
| _ = 2^N * ((1+‖x-y‖)^N * ‖g (x-y)‖) := by rw [mul_pow]; ring | |
| _ ≤ _ := mul_le_mul_of_nonneg_left (hdec (x-y)) (by positivity) | |
| variable [NormedAddCommGroup A] [NormedSpace ℝ A] | |
| lemma integrable_integrand (L : A →L[ℝ] E →L[ℝ] F) | |
| (f : V →ᵇ A) (g : SchwartzMap V E) (x : V) : | |
| Integrable (fun y => L (f y) (g (x-y))) := by | |
| refine ((g.integrable.norm.comp_sub_left x).const_mul (‖L‖*‖f‖)).mono' | |
| (f.continuous.aestronglyMeasurable.convolution_integrand_snd L | |
| g.continuous.aestronglyMeasurable x) (Eventually.of_forall fun y => ?_) | |
| exact (L.le_opNorm₂ (f y) (g (x-y))).trans (by | |
| gcongr | |
| exact f.norm_coe_le_norm y) | |
| lemma hasFDerivAt_convolution (L : A →L[ℝ] E →L[ℝ] F) | |
| (f : V →ᵇ A) (g : SchwartzMap V E) (x₀ : V) : | |
| HasFDerivAt (f ⋆[L] g) | |
| ((f ⋆[L.precompR V] SchwartzMap.fderivCLM ℝ V E g) x₀) x₀ := by | |
| let g' := SchwartzMap.fderivCLM ℝ V E g | |
| obtain ⟨b, hb, hbound⟩ := shifted_majorant g' x₀ | |
| have hderiv (x y : V) : HasFDerivAt (fun x => g (x-y)) (g' (x-y)) x := by | |
| simpa [g', SchwartzMap.fderivCLM_apply, Function.comp_def, Pi.sub_apply] using | |
| (g.hasFDerivAt (x-y)).comp x ((hasFDerivAt_id x).sub (hasFDerivAt_const y x)) | |
| apply hasFDerivAt_integral_of_dominated_of_fderiv_le | |
| (Metric.ball_mem_nhds x₀ zero_lt_one) | |
| · exact Eventually.of_forall fun x => (integrable_integrand L f g x).aestronglyMeasurable | |
| · exact integrable_integrand L f g x₀ | |
| · exact (integrable_integrand (L.precompR V) f g' x₀).aestronglyMeasurable | |
| · filter_upwards with y x hx | |
| change ‖(L (f y)).comp (g' (x-y))‖ ≤ _ | |
| calc | |
| ‖(L (f y)).comp (g' (x-y))‖ ≤ ‖L (f y)‖ * ‖g' (x-y)‖ := ContinuousLinearMap.opNorm_comp_le _ _ | |
| _ ≤ (‖L‖ * ‖f‖) * ‖g' (x-y)‖ := by | |
| gcongr | |
| exact (L.le_opNorm (f y)).trans (mul_le_mul_of_nonneg_left (f.norm_coe_le_norm y) (norm_nonneg L)) | |
| _ ≤ (‖L‖ * ‖f‖) * b y := mul_le_mul_of_nonneg_left (hbound x hx y) (by positivity) | |
| · exact hb.const_mul (‖L‖ * ‖f‖) | |
| · filter_upwards with y x _ | |
| exact (L (f y)).hasFDerivAt.comp x (hderiv x y) | |
| lemma contDiff_convolution_nat (n : ℕ) (L : A →L[ℝ] E →L[ℝ] F) | |
| (f : V →ᵇ A) (g : SchwartzMap V E) : | |
| ContDiff ℝ n (f ⋆[L] g) := by | |
| induction n generalizing E F with | |
| | zero => | |
| rw [Nat.cast_zero, contDiff_zero] | |
| exact continuous_iff_continuousAt.mpr fun x => (hasFDerivAt_convolution L f g x).continuousAt | |
| | succ n ih => | |
| rw [Nat.cast_add, Nat.cast_one, contDiff_succ_iff_hasFDerivAt] | |
| exact ⟨f ⋆[L.precompR V] SchwartzMap.fderivCLM ℝ V E g, | |
| ih (L.precompR V) (SchwartzMap.fderivCLM ℝ V E g), hasFDerivAt_convolution L f g⟩ | |
| lemma contDiff_convolution (L : A →L[ℝ] E →L[ℝ] F) | |
| (f : V →ᵇ A) (g : SchwartzMap V E) : | |
| ContDiff ℝ ∞ (f ⋆[L] g) := | |
| contDiff_infty.mpr fun n => contDiff_convolution_nat n L f g | |
| lemma fderiv_convolution (L : A →L[ℝ] E →L[ℝ] F) | |
| (f : V →ᵇ A) (g : SchwartzMap V E) : | |
| fderiv ℝ (f ⋆[L] g) = f ⋆[L.precompR V] SchwartzMap.fderivCLM ℝ V E g := by | |
| funext x | |
| exact (hasFDerivAt_convolution L f g x).fderiv | |
| lemma fderiv_convolution_apply (L : A →L[ℝ] E →L[ℝ] F) | |
| (f : V →ᵇ A) (g : SchwartzMap V E) (x v : V) : | |
| fderiv ℝ (f ⋆[L] g) x v = ∫ y, L (f y) (fderiv ℝ g (x-y) v) := by | |
| rw [fderiv_convolution, MeasureTheory.convolution_def, | |
| ContinuousLinearMap.integral_apply (integrable_integrand (L.precompR V) f | |
| (SchwartzMap.fderivCLM ℝ V E g) x)] | |
| rfl | |
| lemma second_fderiv_convolution_apply (L : A →L[ℝ] E →L[ℝ] F) | |
| (f : V →ᵇ A) (g : SchwartzMap V E) (x v w : V) : | |
| fderiv ℝ (fderiv ℝ (f ⋆[L] g)) x v w = | |
| ∫ y, L (f y) (fderiv ℝ (fderiv ℝ g) (x-y) v w) := by | |
| rw [fderiv_convolution, fderiv_convolution_apply] | |
| rw [ContinuousLinearMap.integral_apply] | |
| · rfl | |
| · exact integrable_integrand (L.precompR V) f | |
| (SchwartzMap.evalCLM ℝ V (V →L[ℝ] E) v | |
| (SchwartzMap.fderivCLM ℝ V (V →L[ℝ] E) (SchwartzMap.fderivCLM ℝ V E g))) x | |
| end ShiftedMajorant | |
| open scoped Laplacian | |
| universe u | |
| variable {V E F A : Type u} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasureSpace V] [BorelSpace V] | |
| [Measure.IsAddHaarMeasure (volume : Measure V)] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| [NormedAddCommGroup F] [NormedSpace ℝ F] | |
| [NormedAddCommGroup A] [NormedSpace ℝ A] | |
| lemma laplacian_convolution (L : A →L[ℝ] E →L[ℝ] F) | |
| (f : V →ᵇ A) (g : SchwartzMap V E) : | |
| Δ (f ⋆[L] g) = f ⋆[L] (Δ g : SchwartzMap V E) := by | |
| funext x | |
| rw [InnerProductSpace.laplacian_eq_iteratedFDeriv_stdOrthonormalBasis] | |
| simp only [iteratedFDeriv_two_apply, Matrix.cons_val_zero, Matrix.cons_val_one, | |
| second_fderiv_convolution_apply] | |
| rw [MeasureTheory.convolution_def] | |
| simp_rw [SchwartzMap.laplacian_apply, | |
| InnerProductSpace.laplacian_eq_iteratedFDeriv_stdOrthonormalBasis, | |
| iteratedFDeriv_two_apply, Matrix.cons_val_zero, Matrix.cons_val_one, | |
| map_sum] | |
| rw [integral_finsetSum] | |
| · rfl | |
| · intro i _ | |
| exact integrable_integrand L f | |
| (SchwartzMap.evalCLM ℝ V E ((stdOrthonormalBasis ℝ V) i) | |
| (SchwartzMap.evalCLM ℝ V (V →L[ℝ] E) ((stdOrthonormalBasis ℝ V) i) | |
| (SchwartzMap.fderivCLM ℝ V (V →L[ℝ] E) (SchwartzMap.fderivCLM ℝ V E g)))) x | |
| end SchwartzConvolution | |
| open Set Filter MeasureTheory | |
| open scoped SchwartzMap Topology | |
| namespace SchwartzConvolution | |
| variable {V E : Type*} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasureSpace V] [BorelSpace V] | |
| [Measure.IsAddHaarMeasure (volume : Measure V)] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| lemma scaled_majorant (g : SchwartzMap V E) (a b : ℝ) (ha : 0 < a) (K : ℕ) : | |
| ∃ B : V → ℝ, Integrable B ∧ ∀ c ∈ Icc a b, ∀ x, | |
| ‖(c⁻¹)^K • g (c⁻¹ • x)‖ ≤ B x := by | |
| let N := Module.finrank ℝ V + 1 | |
| let M := max b 1 | |
| let C := 2^N * (Finset.Iic (N,0)).sup (fun i => SchwartzMap.seminorm ℝ i.1 i.2) g | |
| have hC : 0 ≤ C := by positivity | |
| have hM : 0 < M := lt_of_lt_of_le zero_lt_one (le_max_right _ _) | |
| have hdec (z : V) : (1+‖z‖)^N * ‖g z‖ ≤ C := by | |
| simpa only [norm_iteratedFDeriv_zero] using | |
| SchwartzMap.one_add_le_sup_seminorm_apply (𝕜 := ℝ) (m := (N,0)) le_rfl le_rfl g z | |
| refine ⟨fun x => ((a⁻¹)^K*(M^N*C))/(1+‖x‖)^N, ?_, ?_⟩ | |
| · have hi : Integrable (fun x : V => (1+‖x‖)^(-(N : ℝ))) := | |
| integrable_one_add_norm (by dsimp [N]; norm_num) | |
| simpa only [Real.rpow_neg (by positivity : (0:ℝ) ≤ 1+‖(_ : V)‖), | |
| Real.rpow_natCast, div_eq_mul_inv] using hi.const_mul ((a⁻¹)^K*(M^N*C)) | |
| · intro c hc x | |
| have hcpos : 0 < c := ha.trans_le hc.1 | |
| have hcM : c ≤ M := hc.2.trans (le_max_left _ _) | |
| have hnx : ‖x‖ = c * ‖c⁻¹ • x‖ := by | |
| rw [norm_smul, Real.norm_eq_abs, abs_of_pos (inv_pos.mpr hcpos), | |
| ← mul_assoc, mul_inv_cancel₀ hcpos.ne', one_mul] | |
| have hs : 1+‖x‖ ≤ M*(1+‖c⁻¹ • x‖) := by | |
| rw [hnx, mul_add, mul_one] | |
| exact add_le_add (le_max_right b 1) (mul_le_mul_of_nonneg_right hcM (norm_nonneg _)) | |
| have hg : ‖g (c⁻¹ • x)‖ * (1+‖x‖)^N ≤ M^N*C := by | |
| calc | |
| _ ≤ ‖g (c⁻¹ • x)‖ * (M * (1+‖c⁻¹ • x‖))^N := by gcongr | |
| _ = M^N * ((1+‖c⁻¹ • x‖)^N * ‖g (c⁻¹ • x)‖) := by rw [mul_pow]; ring | |
| _ ≤ _ := mul_le_mul_of_nonneg_left (hdec _) (by positivity) | |
| rw [norm_smul, Real.norm_eq_abs, abs_of_nonneg (by positivity)] | |
| apply (le_div_iff₀ (by positivity)).mpr | |
| calc | |
| _ = (c⁻¹)^K * (‖g (c⁻¹ • x)‖ * (1+‖x‖)^N) := by ring | |
| _ ≤ (a⁻¹)^K * (‖g (c⁻¹ • x)‖ * (1+‖x‖)^N) := by | |
| gcongr | |
| exact hc.1 | |
| _ ≤ _ := mul_le_mul_of_nonneg_left hg (by positivity) | |
| end SchwartzConvolution | |
| namespace LaplacianScaling | |
| open scoped Laplacian ContDiff | |
| variable {V E : Type*} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| lemma laplacian_scaled (f : V → E) (hf : ContDiff ℝ 2 f) (a c : ℝ) : | |
| Δ (fun x => a • f (c • x)) = fun x => (a*c^2) • Δ f (c • x) := by | |
| have hs : ContDiff ℝ 2 (fun x : V => f (c • x)) := hf.comp (by fun_prop) | |
| funext x | |
| rw [InnerProductSpace.laplacian_eq_iteratedFDeriv_stdOrthonormalBasis] | |
| simp_rw [iteratedFDeriv_const_smul_apply' hs.contDiffAt, | |
| iteratedFDeriv_comp_const_smul c hf] | |
| simp only [smul_apply, smul_smul, ← Finset.smul_sum, | |
| InnerProductSpace.laplacian_eq_iteratedFDeriv_stdOrthonormalBasis] | |
| end LaplacianScaling | |
| namespace BiharmonicKernel | |
| section LaplacianKernelScaling | |
| open scoped SchwartzMap FourierTransform ZeroAtInfty Convolution Laplacian ContDiff | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| lemma laplacian_kernel_scaling (t : ℝ) (ht : 0 < t) (r : ℝ) (hr : 0 < r) : | |
| ((Δ (heatKernel (V := V) (r^4*t) (by positivity)) : SchwartzMap V ℂ) : V → ℂ) = | |
| fun x => ((r ^ Module.finrank ℝ V)⁻¹ * (r⁻¹)^2) • | |
| (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) (r⁻¹ • x) := by | |
| have he : (heatKernel (V := V) (r^4*t) (by positivity) : V → ℂ) = | |
| fun x => (r ^ Module.finrank ℝ V)⁻¹ • heatKernel (V := V) t ht (r⁻¹ • x) := by | |
| funext x | |
| exact heatKernel_scaling t ht r hr x | |
| have hs := LaplacianScaling.laplacian_scaled (heatKernel (V := V) t ht) | |
| ((heatKernel (V := V) t ht).smooth 2) (r ^ Module.finrank ℝ V)⁻¹ r⁻¹ | |
| funext x | |
| simpa only [← he, ← SchwartzMap.laplacian_apply] using congrFun hs x | |
| lemma biharmonic_kernel_scaling (t : ℝ) (ht : 0 < t) (r : ℝ) (hr : 0 < r) : | |
| ((Δ (Δ (heatKernel (V := V) (r^4*t) (by positivity)) : SchwartzMap V ℂ) : SchwartzMap V ℂ) : V → ℂ) = | |
| fun x => (r⁻¹)^(Module.finrank ℝ V+4) • | |
| (Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) (r⁻¹ • x) := by | |
| have he := laplacian_kernel_scaling (V := V) t ht r hr | |
| have hs := LaplacianScaling.laplacian_scaled ((Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : V → ℂ) | |
| ((Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ).smooth 2) | |
| ((r ^ Module.finrank ℝ V)⁻¹ * (r⁻¹)^2) r⁻¹ | |
| funext x | |
| have hx := congrFun hs x | |
| rw [← he] at hx | |
| simp only [← SchwartzMap.laplacian_apply] at hx | |
| rw [hx, inv_pow, pow_add] | |
| congr 1 | |
| ring | |
| lemma evolution_coe_convolution (t : ℝ) (ht : 0 < t) (f : C₀(V, ℂ)) : | |
| (evolution t f : V → ℂ) = f.toBCF ⋆[ContinuousLinearMap.mul ℝ ℂ] heatKernel (V := V) t ht := by | |
| funext x | |
| rw [evolution_apply t ht, convolution_def] | |
| rw [← integral_sub_left_eq_self (fun y : V => heatKernel (V := V) t ht y * f (x-y)) volume x] | |
| simp only [sub_sub_self, ContinuousLinearMap.mul_apply'] | |
| congr 1 | |
| funext y | |
| exact mul_comm _ _ | |
| lemma evolution_smooth (t : ℝ) (ht : 0 < t) (f : C₀(V, ℂ)) : | |
| ContDiff ℝ ∞ (evolution t f : V → ℂ) := by | |
| rw [evolution_coe_convolution t ht] | |
| exact SchwartzConvolution.contDiff_convolution (ContinuousLinearMap.mul ℝ ℂ) f.toBCF (heatKernel (V := V) t ht) | |
| lemma evolution_biharmonic (t : ℝ) (ht : 0 < t) (f : C₀(V, ℂ)) : | |
| Δ (Δ (evolution t f : V → ℂ)) = | |
| (f.toBCF ⋆[ContinuousLinearMap.mul ℝ ℂ] (Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ)) := by | |
| rw [evolution_coe_convolution t ht, SchwartzConvolution.laplacian_convolution, | |
| SchwartzConvolution.laplacian_convolution] | |
| lemma kernel_deriv_majorant (t : ℝ) (ht : 0 < t) : | |
| ∃ B : V → ℝ, Integrable B ∧ ∀ s ∈ Ioo (t/2) (2*t), ∀ x : V, | |
| ‖deriv (fun u => kernel u x) s‖ ≤ B x := by | |
| let r : ℝ → ℝ := fun s => Real.sqrt (Real.sqrt s) | |
| let g : SchwartzMap V ℂ := Δ (Δ (heatKernel (V := V) 1 zero_lt_one) : SchwartzMap V ℂ) | |
| have hr (s : ℝ) (hs : 0 < s) : 0 < r s := | |
| Real.sqrt_pos.mpr (Real.sqrt_pos.mpr hs) | |
| have hr4 (s : ℝ) (hs : 0 < s) : r s ^ 4 = s := by | |
| dsimp [r] | |
| calc | |
| _ = ((Real.sqrt (Real.sqrt s))^2)^2 := by ring | |
| _ = s := by rw [Real.sq_sqrt (Real.sqrt_nonneg s), Real.sq_sqrt hs.le] | |
| obtain ⟨B,hB,hbound⟩ := SchwartzConvolution.scaled_majorant g (r (t/2)) (r (2*t)) | |
| (hr _ (by positivity)) (Module.finrank ℝ V+4) | |
| refine ⟨B,hB,fun s hs x => ?_⟩ | |
| have hspos : 0 < s := lt_trans (by positivity) hs.1 | |
| rw [(kernel_heat_equation s hspos x).deriv, norm_neg] | |
| have he := congrFun (biharmonic_kernel_scaling (V := V) 1 zero_lt_one (r s) (hr s hspos)) x | |
| simp only [mul_one, hr4 s hspos] at he | |
| rw [he] | |
| apply hbound (r s) ⟨?_, ?_⟩ x | |
| · exact Real.sqrt_le_sqrt (Real.sqrt_le_sqrt hs.1.le) | |
| · exact Real.sqrt_le_sqrt (Real.sqrt_le_sqrt hs.2.le) | |
| lemma evolution_hasDerivAt (t : ℝ) (ht : 0 < t) (f : C₀(V, ℂ)) : | |
| HasDerivAt (fun s => evolution s f) | |
| (-C0Convolution.convolve | |
| (Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) f) t := by | |
| let F := fun s : ℝ => fun y : V => kernel s y • C0Convolution.translate y f | |
| let F' := fun s : ℝ => fun y : V => | |
| deriv (fun u => kernel u y) s • C0Convolution.translate y f | |
| have hK (s : ℝ) (hs : 0 < s) : kernel (V := V) s = heatKernel s hs := | |
| (heatKernel_eq_kernel s hs).symm | |
| have hD (s : ℝ) (hs : 0 < s) : (fun y : V => deriv (fun u => kernel u y) s) = | |
| (-(Δ (Δ (heatKernel (V := V) s hs) : SchwartzMap V ℂ) : SchwartzMap V ℂ) : V → ℂ) := by | |
| funext y | |
| exact (kernel_heat_equation s hs y).deriv | |
| have hFi (s : ℝ) (hs : 0 < s) : Integrable (F s) := by | |
| dsimp [F] | |
| rw [hK s hs] | |
| exact C0Convolution.integrable_translated _ (heatKernel s hs).integrable f | |
| have hF'i (s : ℝ) (hs : 0 < s) : Integrable (F' s) := by | |
| change Integrable (fun y => (fun y : V => deriv (fun u => kernel u y) s) y • _) | |
| rw [hD s hs] | |
| exact C0Convolution.integrable_translated _ | |
| (-(Δ (Δ (heatKernel (V := V) s hs) : SchwartzMap V ℂ) : SchwartzMap V ℂ)).integrable f | |
| obtain ⟨B,hB,hbound⟩ := kernel_deriv_majorant (V := V) t ht | |
| have hd := hasDerivAt_integral_of_dominated_loc_of_deriv_le | |
| (F := F) (F' := F') (bound := fun y => B y * ‖f‖) | |
| (s := Ioo (t/2) (2*t)) (Ioo_mem_nhds (by linarith) (by linarith)) | |
| (by | |
| filter_upwards [Ioi_mem_nhds ht] with s hs | |
| exact (hFi s hs).aestronglyMeasurable) | |
| (hFi t ht) (hF'i t ht).aestronglyMeasurable | |
| (Filter.Eventually.of_forall (fun y s hs => by | |
| simp only [F', norm_smul, C0Convolution.norm_translate] | |
| exact mul_le_mul_of_nonneg_right (hbound s hs y) (norm_nonneg f))) | |
| (hB.mul_const ‖f‖) | |
| (Filter.Eventually.of_forall (fun y s hs => by | |
| dsimp only [F, F'] | |
| exact ((kernel_heat_equation s (lt_trans (by positivity) hs.1) y).differentiableAt.hasDerivAt).smul_const (C0Convolution.translate y f))) | |
| have hval : (∫ y, F' t y) = -C0Convolution.convolve | |
| (Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) f := by | |
| change (∫ y, (fun y : V => deriv (fun u => kernel u y) t) y • _) = _ | |
| rw [hD t ht] | |
| change (∫ y, -((Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) y) • C0Convolution.translate y f) = | |
| -(∫ y, (Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) y • C0Convolution.translate y f) | |
| have he (y : V) : | |
| -((Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) y) • C0Convolution.translate y f = | |
| -((Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) y • C0Convolution.translate y f) := | |
| neg_smul ((Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) y) (C0Convolution.translate y f) | |
| simp_rw [he] | |
| exact integral_neg _ | |
| rw [hval] at hd | |
| apply hd.2.congr_of_eventuallyEq | |
| filter_upwards [Ioi_mem_nhds ht] with s hs | |
| rw [evolution_eq_convolve s hs] | |
| change C0Convolution.convolve _ _ = ∫ y, kernel s y • _ | |
| rw [hK s hs] | |
| rfl | |
| lemma evolution_heat_equation (t : ℝ) (ht : 0 < t) (f : C₀(V, ℂ)) (x : V) : | |
| HasDerivAt (fun s => evolution s f x) | |
| (- (Δ (Δ (evolution t f : V → ℂ) : V → ℂ) : V → ℂ) x) t := by | |
| have hd := ((C0Convolution.eval x).restrictScalars ℝ).hasFDerivAt.comp_hasDerivAt t | |
| (evolution_hasDerivAt t ht f) | |
| change HasDerivAt (fun s => evolution s f x) | |
| (-C0Convolution.convolve | |
| (Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) f x) t at hd | |
| convert hd using 1 | |
| congr 1 | |
| rw [evolution_biharmonic, convolution_def, C0Convolution.convolve_apply _ | |
| (Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable] | |
| rw [← integral_sub_left_eq_self | |
| (fun y : V => (Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) y * f (x-y)) volume x] | |
| simp only [sub_sub_self, ContinuousLinearMap.mul_apply'] | |
| congr 1 | |
| funext y | |
| exact mul_comm _ _ | |
| end LaplacianKernelScaling | |
| open scoped SchwartzMap ZeroAtInfty | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| lemma kernel_majorant (a b : ℝ) (ha : 0 < a) : | |
| ∃ B : V → ℝ, Integrable B ∧ ∀ t ∈ Icc a b, ∀ x : V, ‖kernel t x‖ ≤ B x := by | |
| let r := fun t : ℝ => Real.sqrt (Real.sqrt t) | |
| obtain ⟨B,hB,hbound⟩ := SchwartzConvolution.scaled_majorant | |
| (heatKernel (V := V) 1 zero_lt_one) (r a) (r b) | |
| (Real.sqrt_pos.mpr (Real.sqrt_pos.mpr ha)) (Module.finrank ℝ V) | |
| refine ⟨B,hB,fun t ht x => ?_⟩ | |
| rw [kernel_eq_scaled t (ha.trans_le ht.1) x, ← inv_pow] | |
| exact hbound (r t) ⟨Real.sqrt_le_sqrt (Real.sqrt_le_sqrt ht.1), | |
| Real.sqrt_le_sqrt (Real.sqrt_le_sqrt ht.2)⟩ x | |
| lemma continuous_kernel_comp {X : Type*} [TopologicalSpace X] | |
| (a : X → ℝ) (v : X → V) (ha : Continuous a) (hv : Continuous v) | |
| (hpos : ∀ x, 0 < a x) : Continuous (fun x => kernel (a x) (v x)) := by | |
| apply continuous_iff_continuousAt.mpr | |
| intro x | |
| exact ContinuousAt.comp (f := fun u => (a u,v u)) | |
| (kernel_contDiffAt (a x,v x) (hpos x)).continuousAt | |
| (ha.continuousAt.prodMk hv.continuousAt) | |
| end BiharmonicKernel | |
| namespace FrozenParametrix | |
| open scoped SchwartzMap ZeroAtInfty | |
| open BiharmonicKernel | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| def value (a : V → ℝ) (r : ℝ) (f : C₀(V, ℂ)) (x : V) : ℂ := | |
| ∫ y : V, kernel (a (x-r • y)) y * f (x-r • y) | |
| lemma integrable_value (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (r : ℝ) (f : C₀(V, ℂ)) (x : V) : | |
| Integrable (fun y : V => kernel (a (x-r • y)) y * f (x-r • y)) := by | |
| obtain ⟨B,hB,hbound⟩ := kernel_majorant (V := V) α β hα | |
| apply (hB.mul_const ‖f‖).mono' | |
| · exact ((continuous_kernel_comp (fun y : V => a (x-r • y)) id | |
| (ha.comp (by fun_prop)) continuous_id (fun y => hα.trans_le (hab _).1)).mul | |
| (f.continuous.comp (by fun_prop))).aestronglyMeasurable | |
| · filter_upwards with y | |
| rw [norm_mul] | |
| exact mul_le_mul (hbound _ (hab _) y) (C0Convolution.apply_norm_le f _) | |
| (norm_nonneg _) ((norm_nonneg (kernel (a 0) y)).trans (hbound (a 0) (hab 0) y)) | |
| lemma continuous_value (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (f : C₀(V, ℂ)) : | |
| Continuous (fun p : ℝ × V => value a p.1 f p.2) := by | |
| obtain ⟨B,hB,hbound⟩ := kernel_majorant (V := V) α β hα | |
| change Continuous (fun p : ℝ × V => ∫ y : V, kernel (a (p.2-p.1 • y)) y * f (p.2-p.1 • y)) | |
| apply continuous_of_dominated (bound := fun y => B y * ‖f‖) | |
| · intro p | |
| exact (integrable_value a ha α β hα hab p.1 f p.2).aestronglyMeasurable | |
| · intro p | |
| filter_upwards with y | |
| rw [norm_mul] | |
| exact mul_le_mul (hbound _ (hab _) y) (C0Convolution.apply_norm_le f _) | |
| (norm_nonneg _) ((norm_nonneg (kernel (a 0) y)).trans (hbound (a 0) (hab 0) y)) | |
| · exact hB.mul_const ‖f‖ | |
| · filter_upwards with y | |
| exact (continuous_kernel_comp (fun p : ℝ × V => a (p.2-p.1 • y)) (fun _ => y) | |
| (ha.comp (by fun_prop)) continuous_const (fun p => hα.trans_le (hab _).1)).mul | |
| (f.continuous.comp (by fun_prop)) | |
| lemma zero_at_infty_value (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (r : ℝ) (f : C₀(V, ℂ)) : | |
| Tendsto (value a r f) (cocompact V) (𝓝 0) := by | |
| have : (cocompact V).IsCountablyGenerated := by | |
| rw [← comap_dist_left_atTop_eq_cocompact (0 : V)] | |
| infer_instance | |
| obtain ⟨B,hB,hbound⟩ := kernel_majorant (V := V) α β hα | |
| have hlim (y : V) : Tendsto (fun x : V => kernel (a (x-r • y)) y * f (x-r • y)) | |
| (cocompact V) (𝓝 0) := by | |
| have hf : Tendsto (fun x : V => f (x-r • y)) (cocompact V) (𝓝 0) := | |
| zero_at_infty (C0Convolution.translate (r • y) f) | |
| apply tendsto_zero_iff_norm_tendsto_zero.mpr | |
| apply squeeze_zero (fun x => norm_nonneg _) (fun x => ?_) | |
| (by simpa using hf.norm.const_mul (B y)) | |
| rw [norm_mul] | |
| exact mul_le_mul_of_nonneg_right (hbound _ (hab _) y) (norm_nonneg _) | |
| have hi := tendsto_integral_filter_of_dominated_convergence | |
| (fun y => B y * ‖f‖) | |
| (Filter.Eventually.of_forall (fun x => | |
| (integrable_value a ha α β hα hab r f x).aestronglyMeasurable)) | |
| (Filter.Eventually.of_forall (fun x => Filter.Eventually.of_forall (fun y => by | |
| rw [norm_mul] | |
| exact mul_le_mul (hbound _ (hab _) y) (C0Convolution.apply_norm_le f _) | |
| (norm_nonneg _) ((norm_nonneg (kernel (a 0) y)).trans (hbound (a 0) (hab 0) y))))) | |
| (hB.mul_const ‖f‖) (Filter.Eventually.of_forall hlim) | |
| change Tendsto (fun x : V => ∫ y : V, kernel (a (x-r • y)) y * f (x-r • y)) _ _ | |
| simpa only [integral_zero] using hi | |
| def frozen (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (r : ℝ) (f : C₀(V, ℂ)) : C₀(V, ℂ) where | |
| toFun := value a r f | |
| continuous_toFun := by | |
| change Continuous (fun x : V => value a r f x) | |
| exact Continuous.comp (f := fun x : V => (r,x)) | |
| (continuous_value a ha α β hα hab f) (continuous_const.prodMk continuous_id) | |
| zero_at_infty' := zero_at_infty_value a ha α β hα hab r f | |
| end FrozenParametrix | |
| open scoped Topology ZeroAtInfty BoundedContinuousFunction | |
| open Set Filter MeasureTheory | |
| namespace C0Multiplier | |
| variable {V : Type*} [TopologicalSpace V] | |
| def mul (g : V →ᵇ ℂ) (f : C₀(V,ℂ)) : C₀(V,ℂ) where | |
| toFun x := g x * f x | |
| continuous_toFun := g.continuous.mul f.continuous | |
| zero_at_infty' := by | |
| apply tendsto_zero_iff_norm_tendsto_zero.mpr | |
| apply squeeze_zero (fun x => norm_nonneg _) (fun x => ?_) | |
| (by simpa using (zero_at_infty f).norm.const_mul ‖g‖) | |
| rw [norm_mul] | |
| exact mul_le_mul_of_nonneg_right (g.norm_coe_le_norm x) (norm_nonneg _) | |
| @[simp] lemma mul_apply (g : V →ᵇ ℂ) (f : C₀(V,ℂ)) (x : V) : | |
| mul g f x = g x * f x := rfl | |
| lemma norm_mul_le (g : V →ᵇ ℂ) (f : C₀(V,ℂ)) : ‖mul g f‖ ≤ ‖g‖ * ‖f‖ := by | |
| change ‖(mul g f).toBCF‖ ≤ _ | |
| apply (BoundedContinuousFunction.norm_le (by positivity)).mpr | |
| intro x | |
| change ‖g x * f x‖ ≤ _ | |
| rw [norm_mul] | |
| exact mul_le_mul (g.norm_coe_le_norm x) (f.toBCF.norm_coe_le_norm x) | |
| (norm_nonneg _) (norm_nonneg _) | |
| def mulCLM (f : C₀(V,ℂ)) : (V →ᵇ ℂ) →L[ℂ] C₀(V,ℂ) := | |
| LinearMap.mkContinuous | |
| { toFun := fun g => mul g f | |
| map_add' := fun g h => by ext x; dsimp [mul]; ring | |
| map_smul' := fun c g => by ext x; dsimp [mul]; ring } | |
| ‖f‖ (fun g => by | |
| change ‖mul g f‖ ≤ ‖f‖ * ‖g‖ | |
| rw [mul_comm] | |
| exact norm_mul_le g f) | |
| lemma continuous_mul (f : C₀(V,ℂ)) : Continuous (fun g : V →ᵇ ℂ => mul g f) := | |
| (mulCLM f).continuous | |
| end C0Multiplier | |
| namespace C0Convolution | |
| open scoped ZeroAtInfty | |
| variable {V : Type*} [NormedAddCommGroup V] | |
| @[simp] lemma translate_sub (y : V) (f g : C₀(V,ℂ)) : | |
| translate y (f-g) = translate y f - translate y g := rfl | |
| lemma continuous_translate_comp {X : Type*} [TopologicalSpace X] | |
| (y : X → V) (f : X → C₀(V,ℂ)) (hy : Continuous y) (hf : Continuous f) : | |
| Continuous (fun x => translate (y x) (f x)) := by | |
| apply continuous_iff_continuousAt.mpr | |
| intro x | |
| have hb := ((continuous_translate (f x)).comp hy).tendsto x | |
| apply hb.congr_dist | |
| change Tendsto (fun z => dist (translate (y z) (f x)) (translate (y z) (f z))) (𝓝 x) (𝓝 0) | |
| have he (z : X) : dist (translate (y z) (f x)) (translate (y z) (f z)) = | |
| dist (f x) (f z) := by | |
| rw [dist_eq_norm, ← translate_sub, norm_translate, ← dist_eq_norm] | |
| simp_rw [he] | |
| simpa only [dist_self] using | |
| (tendsto_const_nhds (x := f x) (f := 𝓝 x)).dist (hf.tendsto x) | |
| end C0Convolution | |
| namespace FrozenParametrix | |
| open scoped SchwartzMap ZeroAtInfty BoundedContinuousFunction | |
| open BiharmonicKernel C0Convolution | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| def kernelFamily (α β : ℝ) (hα : 0 < α) (y : V) : C(Icc α β,ℂ) where | |
| toFun t := kernel t.val y | |
| continuous_toFun := continuous_kernel_comp Subtype.val (fun _ => y) | |
| continuous_subtype_val continuous_const (fun t => hα.trans_le t.property.1) | |
| lemma continuous_kernelFamily (α β : ℝ) (hα : 0 < α) : | |
| Continuous (kernelFamily (V := V) α β hα) := by | |
| apply ContinuousMap.continuous_of_continuous_uncurry | |
| exact continuous_kernel_comp (fun p : V × Icc α β => p.2.val) Prod.fst | |
| (continuous_subtype_val.comp continuous_snd) continuous_fst | |
| (fun p => hα.trans_le p.2.property.1) | |
| def sourceMultiplier (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (y : V) : V →ᵇ ℂ := | |
| (BoundedContinuousFunction.mkOfCompact (kernelFamily α β hα y)).compContinuous | |
| ⟨fun x => ⟨a x,hab x⟩, ha.subtype_mk _⟩ | |
| lemma continuous_sourceMultiplier (a : V → ℝ) (ha : Continuous a) (α β : ℝ) | |
| (hα : 0 < α) (hab : ∀ x, a x ∈ Icc α β) : | |
| Continuous (sourceMultiplier a ha α β hα hab) := by | |
| exact (BoundedContinuousFunction.continuous_compContinuous | |
| ⟨fun x => ⟨a x,hab x⟩, ha.subtype_mk _⟩).comp | |
| ((ContinuousMap.isometryEquivBoundedOfCompact (Icc α β) ℂ).continuous.comp | |
| (continuous_kernelFamily (V := V) α β hα)) | |
| def sourceData (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (f : C₀(V,ℂ)) (y : V) : C₀(V,ℂ) := | |
| C0Multiplier.mul (sourceMultiplier a ha α β hα hab y) f | |
| lemma continuous_sourceData (a : V → ℝ) (ha : Continuous a) (α β : ℝ) | |
| (hα : 0 < α) (hab : ∀ x, a x ∈ Icc α β) (f : C₀(V,ℂ)) : | |
| Continuous (sourceData a ha α β hα hab f) := | |
| (C0Multiplier.continuous_mul f).comp (continuous_sourceMultiplier a ha α β hα hab) | |
| @[simp] lemma sourceData_apply (a : V → ℝ) (ha : Continuous a) (α β : ℝ) | |
| (hα : 0 < α) (hab : ∀ x, a x ∈ Icc α β) (f : C₀(V,ℂ)) (y x : V) : | |
| sourceData a ha α β hα hab f y x = kernel (a x) y * f x := rfl | |
| lemma sourceData_norm_le (a : V → ℝ) (ha : Continuous a) (α β : ℝ) | |
| (hα : 0 < α) (hab : ∀ x, a x ∈ Icc α β) (f : C₀(V,ℂ)) (y : V) | |
| (B : ℝ) (hB : ∀ t ∈ Icc α β, ‖kernel t y‖ ≤ B) : | |
| ‖sourceData a ha α β hα hab f y‖ ≤ B * ‖f‖ := by | |
| have hBn : 0 ≤ B := (norm_nonneg (kernel (a 0) y)).trans (hB (a 0) (hab 0)) | |
| apply (C0Convolution.norm_le_iff _ (mul_nonneg hBn (norm_nonneg f))).mpr | |
| intro x | |
| rw [sourceData_apply, norm_mul] | |
| exact mul_le_mul (hB (a x) (hab x)) (apply_norm_le f x) (norm_nonneg _) hBn | |
| lemma integrable_translated_sourceData (a : V → ℝ) (ha : Continuous a) (α β : ℝ) | |
| (hα : 0 < α) (hab : ∀ x, a x ∈ Icc α β) (r : ℝ) (f : C₀(V,ℂ)) : | |
| Integrable (fun y : V => C0Convolution.translate (r • y) (sourceData a ha α β hα hab f y)) := by | |
| obtain ⟨B,hB,hbound⟩ := kernel_majorant (V := V) α β hα | |
| apply (hB.mul_const ‖f‖).mono' | |
| · exact (continuous_translate_comp (fun y : V => r • y) | |
| (sourceData a ha α β hα hab f) (by fun_prop) | |
| (continuous_sourceData a ha α β hα hab f)).aestronglyMeasurable | |
| · filter_upwards with y | |
| rw [norm_translate] | |
| exact sourceData_norm_le a ha α β hα hab f y (B y) (fun t ht => hbound t ht y) | |
| lemma frozen_eq_integral (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (r : ℝ) (f : C₀(V,ℂ)) : | |
| frozen a ha α β hα hab r f = | |
| ∫ y : V, C0Convolution.translate (r • y) (sourceData a ha α β hα hab f y) := by | |
| ext x | |
| change value a r f x = (eval x) (∫ y : V, C0Convolution.translate (r • y) | |
| (sourceData a ha α β hα hab f y)) | |
| rw [← (eval x).integral_comp_comm (integrable_translated_sourceData a ha α β hα hab r f)] | |
| rfl | |
| lemma continuous_frozen (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (f : C₀(V,ℂ)) : | |
| Continuous (fun r : ℝ => frozen a ha α β hα hab r f) := by | |
| simp_rw [frozen_eq_integral] | |
| obtain ⟨B,hB,hbound⟩ := kernel_majorant (V := V) α β hα | |
| apply continuous_of_dominated (bound := fun y => B y * ‖f‖) | |
| · intro r | |
| exact (integrable_translated_sourceData a ha α β hα hab r f).aestronglyMeasurable | |
| · intro r | |
| filter_upwards with y | |
| rw [norm_translate] | |
| exact sourceData_norm_le a ha α β hα hab f y (B y) (fun t ht => hbound t ht y) | |
| · exact hB.mul_const ‖f‖ | |
| · filter_upwards with y | |
| exact (continuous_translate (sourceData a ha α β hα hab f y)).comp | |
| (continuous_id.smul (continuous_const : Continuous (fun _ : ℝ => y))) | |
| @[simp] lemma frozen_zero (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (f : C₀(V,ℂ)) : | |
| frozen a ha α β hα hab 0 f = f := by | |
| ext x | |
| change (∫ y : V, kernel (a (x-0 • y)) y * f (x-0 • y)) = f x | |
| simp only [zero_smul, sub_zero, integral_mul_const] | |
| rw [← heatKernel_eq_kernel (a x) (hα.trans_le (hab x).1), integral_heatKernel, one_mul] | |
| lemma frozen_tendsto_identity (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (f : C₀(V,ℂ)) : | |
| Tendsto (fun r : ℝ => frozen a ha α β hα hab r f) (𝓝 0) (𝓝 f) := by | |
| simpa only [frozen_zero] using (continuous_frozen a ha α β hα hab f).tendsto 0 | |
| lemma norm_frozen_le (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (r : ℝ) (f : C₀(V,ℂ)) (B : V → ℝ) | |
| (hB : Integrable B) (hbound : ∀ t ∈ Icc α β, ∀ y : V, ‖kernel t y‖ ≤ B y) : | |
| ‖frozen a ha α β hα hab r f‖ ≤ (∫ y : V, B y) * ‖f‖ := by | |
| rw [frozen_eq_integral, ← integral_mul_const] | |
| apply norm_integral_le_of_norm_le (hB.mul_const ‖f‖) | |
| filter_upwards with y | |
| rw [norm_translate] | |
| exact sourceData_norm_le a ha α β hα hab f y (B y) (fun t ht => hbound t ht y) | |
| lemma frozen_add (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (r : ℝ) (f g : C₀(V,ℂ)) : | |
| frozen a ha α β hα hab r (f+g) = frozen a ha α β hα hab r f + | |
| frozen a ha α β hα hab r g := by | |
| ext x | |
| change (∫ y : V, kernel (a (x-r • y)) y * (f (x-r • y)+g (x-r • y))) = | |
| (∫ y : V, kernel (a (x-r • y)) y * f (x-r • y)) + | |
| (∫ y : V, kernel (a (x-r • y)) y * g (x-r • y)) | |
| simp_rw [mul_add] | |
| exact integral_add (integrable_value a ha α β hα hab r f x) | |
| (integrable_value a ha α β hα hab r g x) | |
| lemma frozen_smul (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (r : ℝ) (c : ℂ) (f : C₀(V,ℂ)) : | |
| frozen a ha α β hα hab r (c • f) = c • frozen a ha α β hα hab r f := by | |
| ext x | |
| change (∫ y : V, kernel (a (x-r • y)) y * (c * f (x-r • y))) = | |
| c * (∫ y : V, kernel (a (x-r • y)) y * f (x-r • y)) | |
| simp_rw [mul_left_comm (kernel _ _) c, integral_const_mul] | |
| lemma exists_uniform_norm_bound (α β : ℝ) (hα : 0 < α) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ (a : V → ℝ) (ha : Continuous a) | |
| (hab : ∀ x, a x ∈ Icc α β) (r : ℝ) (f : C₀(V,ℂ)), | |
| ‖frozen a ha α β hα hab r f‖ ≤ C * ‖f‖ := by | |
| obtain ⟨B,hB,hbound⟩ := kernel_majorant (V := V) α β hα | |
| refine ⟨∫ y : V, |B y|, integral_nonneg (fun y => abs_nonneg _), ?_⟩ | |
| intro a ha hab r f | |
| exact norm_frozen_le a ha α β hα hab r f (fun y => |B y|) hB.abs | |
| (fun t ht y => (hbound t ht y).trans (le_abs_self _)) | |
| lemma frozen_apply_unscaled (a : V → ℝ) (ha : Continuous a) (α β : ℝ) (hα : 0 < α) | |
| (hab : ∀ x, a x ∈ Icc α β) (r : ℝ) (hr : 0 < r) (f : C₀(V,ℂ)) (x : V) : | |
| frozen a ha α β hα hab r f x = | |
| ∫ y : V, kernel (r^4*a y) (x-y) * f y := by | |
| have hscale (t : ℝ) (ht : 0 < t) (w : V) : | |
| kernel (r^4*t) w = (r^Module.finrank ℝ V)⁻¹ • kernel t (r⁻¹ • w) := by | |
| rw [← heatKernel_eq_kernel (r^4*t) (by positivity), ← heatKernel_eq_kernel t ht] | |
| exact heatKernel_scaling t ht r hr w | |
| rw [← integral_sub_left_eq_self | |
| (fun y : V => kernel (r^4*a y) (x-y) * f y) volume x] | |
| simp only [sub_sub_self] | |
| simp_rw [hscale _ (hα.trans_le (hab _).1), smul_mul_assoc] | |
| rw [integral_smul] | |
| let F := fun y : V => kernel (a (x-r • y)) y * f (x-r • y) | |
| have he : (fun y : V => kernel (a (x-y)) (r⁻¹ • y) * f (x-y)) = | |
| fun y : V => F (r⁻¹ • y) := by | |
| funext y | |
| dsimp [F] | |
| rw [smul_inv_smul₀ hr.ne'] | |
| rw [he, Measure.integral_comp_inv_smul_of_nonneg volume F hr.le, | |
| inv_smul_smul₀ (pow_ne_zero _ hr.ne')] | |
| rfl | |
| end FrozenParametrix | |
| open Set Filter MeasureTheory | |
| open scoped SchwartzMap Topology | |
| namespace SchwartzConvolution | |
| variable {V E : Type*} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasureSpace V] [BorelSpace V] | |
| [Measure.IsAddHaarMeasure (volume : Measure V)] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| lemma scaled_weighted_majorant (g : SchwartzMap V E) (a b : ℝ) (ha : 0 < a) (K L : ℕ) : | |
| ∃ B : V → ℝ, Integrable B ∧ Integrable (fun x => (1+‖x‖)^L * B x) ∧ | |
| (∀ x, 0 ≤ B x) ∧ ∀ c ∈ Icc a b, ∀ x, | |
| ‖(c⁻¹)^K • g (c⁻¹ • x)‖ ≤ B x := by | |
| let N := Module.finrank ℝ V + 1 + L | |
| let M := max b 1 | |
| let C := 2^N * (Finset.Iic (N,0)).sup (fun i => SchwartzMap.seminorm ℝ i.1 i.2) g | |
| have hC : 0 ≤ C := by positivity | |
| have hM : 0 < M := lt_of_lt_of_le zero_lt_one (le_max_right _ _) | |
| have hdec (z : V) : (1+‖z‖)^N * ‖g z‖ ≤ C := by | |
| simpa only [norm_iteratedFDeriv_zero] using | |
| SchwartzMap.one_add_le_sup_seminorm_apply (𝕜 := ℝ) (m := (N,0)) le_rfl le_rfl g z | |
| refine ⟨fun x => ((a⁻¹)^K*(M^N*C))/(1+‖x‖)^N, ?_, ?_, ?_, ?_⟩ | |
| · have hi : Integrable (fun x : V => (1+‖x‖)^(-(N : ℝ))) := | |
| integrable_one_add_norm (by dsimp [N]; push_cast; linarith) | |
| simpa only [Real.rpow_neg (by positivity : (0:ℝ) ≤ 1+‖(_ : V)‖), | |
| Real.rpow_natCast, div_eq_mul_inv] using hi.const_mul ((a⁻¹)^K*(M^N*C)) | |
| · have hi : Integrable (fun x : V => (1+‖x‖)^(-(Module.finrank ℝ V + 1 : ℝ))) := | |
| integrable_one_add_norm (by linarith) | |
| have he (x : V) : (1+‖x‖)^L * (((a⁻¹)^K*(M^N*C))/(1+‖x‖)^N) = | |
| ((a⁻¹)^K*(M^N*C)) * (1+‖x‖)^(-(Module.finrank ℝ V + 1 : ℝ)) := by | |
| rw [Real.rpow_neg (by positivity), ← Nat.cast_one, ← Nat.cast_add, Real.rpow_natCast] | |
| dsimp [N] | |
| rw [pow_add] | |
| field_simp | |
| rw [pow_add] | |
| ring | |
| simp_rw [he] | |
| exact hi.const_mul _ | |
| · intro x | |
| positivity | |
| · intro c hc x | |
| have hcpos : 0 < c := ha.trans_le hc.1 | |
| have hcM : c ≤ M := hc.2.trans (le_max_left _ _) | |
| have hnx : ‖x‖ = c * ‖c⁻¹ • x‖ := by | |
| rw [norm_smul, Real.norm_eq_abs, abs_of_pos (inv_pos.mpr hcpos), | |
| ← mul_assoc, mul_inv_cancel₀ hcpos.ne', one_mul] | |
| have hs : 1+‖x‖ ≤ M*(1+‖c⁻¹ • x‖) := by | |
| rw [hnx, mul_add, mul_one] | |
| exact add_le_add (le_max_right b 1) (mul_le_mul_of_nonneg_right hcM (norm_nonneg _)) | |
| have hg : ‖g (c⁻¹ • x)‖ * (1+‖x‖)^N ≤ M^N*C := by | |
| calc | |
| _ ≤ ‖g (c⁻¹ • x)‖ * (M * (1+‖c⁻¹ • x‖))^N := by gcongr | |
| _ = M^N * ((1+‖c⁻¹ • x‖)^N * ‖g (c⁻¹ • x)‖) := by rw [mul_pow]; ring | |
| _ ≤ _ := mul_le_mul_of_nonneg_left (hdec _) (by positivity) | |
| rw [norm_smul, Real.norm_eq_abs, abs_of_nonneg (by positivity)] | |
| apply (le_div_iff₀ (by positivity)).mpr | |
| calc | |
| _ = (c⁻¹)^K * (‖g (c⁻¹ • x)‖ * (1+‖x‖)^N) := by ring | |
| _ ≤ (a⁻¹)^K * (‖g (c⁻¹ • x)‖ * (1+‖x‖)^N) := by | |
| gcongr | |
| exact hc.1 | |
| _ ≤ _ := mul_le_mul_of_nonneg_left hg (by positivity) | |
| end SchwartzConvolution | |
| namespace BiharmonicKernel | |
| open scoped SchwartzMap Laplacian ContDiff Topology | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| def bilapKernel (t : ℝ) (x : V) : ℂ := Δ (Δ (kernel (V := V) t)) x | |
| lemma bilapKernel_eq_schwartz (t : ℝ) (ht : 0 < t) (x : V) : | |
| bilapKernel t x = (Δ (Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : SchwartzMap V ℂ) x := by | |
| have he : ((Δ (heatKernel (V := V) t ht) : SchwartzMap V ℂ) : V → ℂ) = | |
| Δ (kernel (V := V) t) := by | |
| funext y | |
| rw [SchwartzMap.laplacian_apply, heatKernel_eq_kernel t ht] | |
| rw [SchwartzMap.laplacian_apply, he] | |
| rfl | |
| lemma bilapKernel_eq_scaled (t : ℝ) (ht : 0 < t) (x : V) : | |
| bilapKernel t x = ((Real.sqrt (Real.sqrt t))⁻¹)^(Module.finrank ℝ V+4) • | |
| (Δ (Δ (heatKernel (V := V) 1 zero_lt_one) : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| ((Real.sqrt (Real.sqrt t))⁻¹ • x) := by | |
| let r := Real.sqrt (Real.sqrt t) | |
| have hr : 0 < r := Real.sqrt_pos.mpr (Real.sqrt_pos.mpr ht) | |
| have he : r^4 = t := by | |
| dsimp [r] | |
| calc | |
| _ = ((Real.sqrt (Real.sqrt t))^2)^2 := by ring | |
| _ = t := by rw [Real.sq_sqrt (Real.sqrt_nonneg t), Real.sq_sqrt ht.le] | |
| have hs := congrFun (biharmonic_kernel_scaling (V := V) 1 zero_lt_one r hr) x | |
| simp only [mul_one, he] at hs | |
| rw [bilapKernel_eq_schwartz t ht] | |
| exact hs | |
| lemma bilapKernel_contDiffAt (q : ℝ × V) (hq : 0 < q.1) : | |
| ContDiffAt ℝ ∞ (fun p : ℝ × V => bilapKernel p.1 p.2) q := by | |
| have hr : ContDiffAt ℝ ∞ (fun p : ℝ × V => Real.sqrt (Real.sqrt p.1)) q := | |
| (contDiffAt_fst.sqrt (ne_of_gt hq)).sqrt (ne_of_gt (Real.sqrt_pos.mpr hq)) | |
| have hpos : 0 < Real.sqrt (Real.sqrt q.1) := Real.sqrt_pos.mpr (Real.sqrt_pos.mpr hq) | |
| let g : SchwartzMap V ℂ := Δ (Δ (heatKernel (V := V) 1 zero_lt_one) : SchwartzMap V ℂ) | |
| have hs : ContDiffAt ℝ ∞ (fun p : ℝ × V => | |
| ((Real.sqrt (Real.sqrt p.1))⁻¹)^(Module.finrank ℝ V+4) • | |
| g ((Real.sqrt (Real.sqrt p.1))⁻¹ • p.2)) q := | |
| ((hr.inv hpos.ne').pow _).smul | |
| ((g.smooth ⊤).contDiffAt.comp q ((hr.inv hpos.ne').smul contDiffAt_snd)) | |
| apply hs.congr_of_eventuallyEq | |
| filter_upwards [continuous_fst.continuousAt.eventually (Ioi_mem_nhds hq)] with p hp | |
| exact bilapKernel_eq_scaled _ hp _ | |
| lemma continuous_bilapKernel_comp {X : Type*} [TopologicalSpace X] | |
| (a : X → ℝ) (v : X → V) (ha : Continuous a) (hv : Continuous v) | |
| (hpos : ∀ x, 0 < a x) : Continuous (fun x => bilapKernel (a x) (v x)) := by | |
| apply continuous_iff_continuousAt.mpr | |
| intro x | |
| exact ContinuousAt.comp (f := fun u => (a u,v u)) | |
| (bilapKernel_contDiffAt (a x,v x) (hpos x)).continuousAt | |
| (ha.continuousAt.prodMk hv.continuousAt) | |
| lemma bilapKernel_weighted_majorant (a b : ℝ) (ha : 0 < a) : | |
| ∃ B : V → ℝ, Integrable B ∧ Integrable (fun x => (1+‖x‖) * B x) ∧ | |
| (∀ x, 0 ≤ B x) ∧ ∀ t ∈ Icc a b, ∀ x : V, ‖bilapKernel t x‖ ≤ B x := by | |
| let r := fun t : ℝ => Real.sqrt (Real.sqrt t) | |
| obtain ⟨B,hB,hBw,hBn,hbound⟩ := SchwartzConvolution.scaled_weighted_majorant | |
| (Δ (Δ (heatKernel (V := V) 1 zero_lt_one) : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (r a) (r b) (Real.sqrt_pos.mpr (Real.sqrt_pos.mpr ha)) (Module.finrank ℝ V+4) 1 | |
| refine ⟨B,hB,by simpa only [pow_one] using hBw,hBn,fun t ht x => ?_⟩ | |
| rw [bilapKernel_eq_scaled t (ha.trans_le ht.1) x] | |
| exact hbound (r t) ⟨Real.sqrt_le_sqrt (Real.sqrt_le_sqrt ht.1), | |
| Real.sqrt_le_sqrt (Real.sqrt_le_sqrt ht.2)⟩ x | |
| end BiharmonicKernel | |
| namespace C0Multiplier | |
| variable {V : Type*} [TopologicalSpace V] | |
| def mulLeftCLM (g : V →ᵇ ℂ) : C₀(V,ℂ) →L[ℂ] C₀(V,ℂ) := | |
| LinearMap.mkContinuous | |
| { toFun := mul g | |
| map_add' := fun f h => by ext x; dsimp [mul]; ring | |
| map_smul' := fun c f => by ext x; dsimp [mul]; ring } | |
| ‖g‖ (norm_mul_le g) | |
| lemma continuous_mul_left (g : V →ᵇ ℂ) : Continuous (mul g) := | |
| (mulLeftCLM g).continuous | |
| end C0Multiplier | |
| namespace FrozenFamily | |
| open C0Convolution | |
| variable {V P : Type*} [NormedAddCommGroup V] | |
| [TopologicalSpace P] [CompactSpace P] | |
| def family (g : C(P × V,ℂ)) (y : V) : C(P,ℂ) := | |
| ⟨fun t => g (t,y), g.continuous.comp (by fun_prop)⟩ | |
| omit [CompactSpace P] in | |
| lemma continuous_family (g : C(P × V,ℂ)) : Continuous (family g) := by | |
| apply ContinuousMap.continuous_of_continuous_uncurry | |
| exact g.continuous.comp (by fun_prop) | |
| def multiplier (g : C(P × V,ℂ)) (a : C(V,P)) (y : V) : V →ᵇ ℂ := | |
| (BoundedContinuousFunction.mkOfCompact (family g y)).compContinuous a | |
| lemma continuous_multiplier (g : C(P × V,ℂ)) (a : C(V,P)) : | |
| Continuous (multiplier g a) := | |
| (BoundedContinuousFunction.continuous_compContinuous a).comp | |
| ((ContinuousMap.isometryEquivBoundedOfCompact P ℂ).continuous.comp (continuous_family g)) | |
| def data (g : C(P × V,ℂ)) (a : C(V,P)) (f : C₀(V,ℂ)) (y : V) : C₀(V,ℂ) := | |
| C0Multiplier.mul (multiplier g a y) f | |
| @[simp] lemma data_apply (g : C(P × V,ℂ)) (a : C(V,P)) (f : C₀(V,ℂ)) (y x : V) : | |
| data g a f y x = g (a x,y) * f x := rfl | |
| lemma continuous_data (g : C(P × V,ℂ)) (a : C(V,P)) (f : C₀(V,ℂ)) : | |
| Continuous (data g a f) := | |
| (C0Multiplier.continuous_mul f).comp (continuous_multiplier g a) | |
| lemma norm_data_le (g : C(P × V,ℂ)) (a : C(V,P)) (f : C₀(V,ℂ)) (y : V) | |
| (B : ℝ) (hB : 0 ≤ B) (hbound : ∀ p, ‖g (p,y)‖ ≤ B) : | |
| ‖data g a f y‖ ≤ B * ‖f‖ := by | |
| apply (norm_le_iff _ (mul_nonneg hB (norm_nonneg f))).mpr | |
| intro x | |
| rw [data_apply, norm_mul] | |
| exact mul_le_mul (hbound _) (apply_norm_le f x) (norm_nonneg _) hB | |
| variable [NormedSpace ℝ V] | |
| def residualData (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (f : C₀(V,ℂ)) (y : V) : C₀(V,ℂ) := | |
| C0Multiplier.mul c₁ (C0Convolution.translate (r • y) (data g a f y)) - | |
| C0Convolution.translate (r • y) (data g a (C0Multiplier.mul c₀ f) y) | |
| lemma residualData_apply (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (f : C₀(V,ℂ)) (y x : V) : | |
| residualData g a c₀ c₁ r f y x = | |
| (c₁ x - c₀ (x-r • y)) * g (a (x-r • y),y) * f (x-r • y) := by | |
| change c₁ x * (g (a (x-r • y),y) * f (x-r • y)) - | |
| g (a (x-r • y),y) * (c₀ (x-r • y) * f (x-r • y)) = _ | |
| ring | |
| lemma continuous_residualData (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (f : C₀(V,ℂ)) : Continuous (residualData g a c₀ c₁ r f) := | |
| ((C0Multiplier.continuous_mul_left c₁).comp | |
| (continuous_translate_comp (fun y : V => r • y) (data g a f) | |
| (by fun_prop) (continuous_data g a f))).sub | |
| (continuous_translate_comp (fun y : V => r • y) (data g a (C0Multiplier.mul c₀ f)) | |
| (by fun_prop) (continuous_data g a (C0Multiplier.mul c₀ f))) | |
| lemma norm_residualData_le (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (hr : 0 ≤ r) (f : C₀(V,ℂ)) (y : V) | |
| (B L δ : ℝ) (hB : 0 ≤ B) (hL : 0 ≤ L) (hδ : 0 ≤ δ) | |
| (hbound : ∀ p, ‖g (p,y)‖ ≤ B) | |
| (hLip : ∀ x z, ‖c₁ x-c₀ z‖ ≤ L*(‖x-z‖+δ)) : | |
| ‖residualData g a c₀ c₁ r f y‖ ≤ L*(r*‖y‖+δ)*B*‖f‖ := by | |
| apply (norm_le_iff _ (by positivity)).mpr | |
| intro x | |
| rw [residualData_apply, norm_mul, norm_mul] | |
| have hc : ‖c₁ x-c₀ (x-r • y)‖ ≤ L*(r*‖y‖+δ) := by | |
| simpa only [sub_sub_cancel, norm_smul, Real.norm_eq_abs, abs_of_nonneg hr] using | |
| hLip x (x-r • y) | |
| exact mul_le_mul (mul_le_mul hc (hbound _) (norm_nonneg _) (by positivity)) | |
| (apply_norm_le f _) (norm_nonneg _) (by positivity) | |
| variable [MeasureSpace V] [BorelSpace V] [SecondCountableTopology V] | |
| lemma integrable_residualData (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (f : C₀(V,ℂ)) (B : V → ℝ) (hB : Integrable B) | |
| (hBn : ∀ y, 0 ≤ B y) (hbound : ∀ p y, ‖g (p,y)‖ ≤ B y) : | |
| Integrable (residualData g a c₀ c₁ r f) := by | |
| apply (hB.const_mul ((‖c₁‖+‖c₀‖)*‖f‖)).mono' | |
| · exact (continuous_residualData g a c₀ c₁ r f).aestronglyMeasurable | |
| · filter_upwards with y | |
| have hBy := hBn y | |
| apply (norm_le_iff _ (by positivity)).mpr | |
| intro x | |
| rw [residualData_apply, norm_mul, norm_mul] | |
| have hc : ‖c₁ x-c₀ (x-r • y)‖ ≤ ‖c₁‖+‖c₀‖ := | |
| (norm_sub_le _ _).trans (add_le_add (c₁.norm_coe_le_norm _) (c₀.norm_coe_le_norm _)) | |
| calc | |
| _ ≤ (‖c₁‖+‖c₀‖)*B y*‖f‖ := | |
| mul_le_mul (mul_le_mul hc (hbound _ y) (norm_nonneg _) (by positivity)) | |
| (apply_norm_le f _) (norm_nonneg _) (by positivity) | |
| _ = _ := by ring | |
| def residual (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (f : C₀(V,ℂ)) : C₀(V,ℂ) := | |
| ∫ y : V, residualData g a c₀ c₁ r f y | |
| lemma residual_apply (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (f : C₀(V,ℂ)) (B : V → ℝ) (hB : Integrable B) | |
| (hBn : ∀ y, 0 ≤ B y) (hbound : ∀ p y, ‖g (p,y)‖ ≤ B y) (x : V) : | |
| residual g a c₀ c₁ r f x = | |
| ∫ y : V, (c₁ x-c₀ (x-r • y))*g (a (x-r • y),y)*f (x-r • y) := by | |
| change (eval x) (∫ y : V, residualData g a c₀ c₁ r f y) = _ | |
| rw [← (eval x).integral_comp_comm (integrable_residualData g a c₀ c₁ r f B hB hBn hbound)] | |
| simp only [eval_apply, residualData_apply] | |
| omit [BorelSpace V] [SecondCountableTopology V] in | |
| lemma norm_residual_le (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (hr : 0 ≤ r) (f : C₀(V,ℂ)) (B : V → ℝ) | |
| (hB : Integrable B) (hBw : Integrable (fun y => ‖y‖*B y)) | |
| (hBn : ∀ y, 0 ≤ B y) (hbound : ∀ p y, ‖g (p,y)‖ ≤ B y) | |
| (L δ : ℝ) (hL : 0 ≤ L) (hδ : 0 ≤ δ) | |
| (hLip : ∀ x z, ‖c₁ x-c₀ z‖ ≤ L*(‖x-z‖+δ)) : | |
| ‖residual g a c₀ c₁ r f‖ ≤ | |
| L*(r*(∫ y : V, ‖y‖*B y)+δ*(∫ y : V, B y))*‖f‖ := by | |
| have hi : Integrable (fun y : V => L*(r*‖y‖+δ)*B y*‖f‖) := by | |
| convert ((hBw.const_mul r).add (hB.const_mul δ)).const_mul L |>.mul_const ‖f‖ using 1 | |
| ext y | |
| simp only [Pi.add_apply] | |
| ring | |
| calc | |
| _ ≤ ∫ y : V, L*(r*‖y‖+δ)*B y*‖f‖ := by | |
| apply norm_integral_le_of_norm_le hi | |
| filter_upwards with y | |
| exact norm_residualData_le g a c₀ c₁ r hr f y (B y) L δ (hBn y) hL hδ | |
| (fun p => hbound p y) hLip | |
| _ = _ := by | |
| have he (y : V) : L*(r*‖y‖+δ)*B y*‖f‖ = | |
| L*(r*(‖y‖*B y)+δ*B y)*‖f‖ := by ring | |
| simp_rw [he] | |
| rw [integral_mul_const, integral_const_mul, integral_add (hBw.const_mul r) (hB.const_mul δ), | |
| integral_const_mul, integral_const_mul] | |
| end FrozenFamily | |
| namespace BiharmonicKernel | |
| open scoped SchwartzMap Laplacian | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| lemma bilapKernel_scaling (t : ℝ) (ht : 0 < t) (r : ℝ) (hr : 0 < r) (x : V) : | |
| bilapKernel (r^4*t) x = (r⁻¹)^(Module.finrank ℝ V+4) • | |
| bilapKernel t (r⁻¹ • x) := by | |
| rw [bilapKernel_eq_schwartz _ (by positivity), bilapKernel_eq_schwartz _ ht] | |
| exact congrFun (biharmonic_kernel_scaling t ht r hr) x | |
| end BiharmonicKernel | |
| namespace FrozenParametrix | |
| open scoped ZeroAtInfty BoundedContinuousFunction | |
| open BiharmonicKernel C0Convolution | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| def bilapFamily (α β : ℝ) (hα : 0 < α) : C(Icc α β × V,ℂ) := | |
| ⟨fun p => bilapKernel p.1.val p.2, | |
| continuous_bilapKernel_comp (fun p : Icc α β × V => p.1.val) Prod.snd | |
| (continuous_subtype_val.comp continuous_fst) continuous_snd | |
| (fun p => hα.trans_le p.1.property.1)⟩ | |
| def coefficient {α β : ℝ} (a : C(V,Icc α β)) : V →ᵇ ℂ := | |
| (BoundedContinuousFunction.mkOfCompact | |
| (⟨fun t : Icc α β => (t.val : ℂ), by fun_prop⟩ : C(Icc α β,ℂ))).compContinuous a | |
| omit [InnerProductSpace ℝ V] [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] in | |
| @[simp] lemma coefficient_apply {α β : ℝ} (a : C(V,Icc α β)) (x : V) : | |
| coefficient a x = ((a x).val : ℂ) := rfl | |
| def principalResidual {α β : ℝ} (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) | |
| (r : ℝ) (f : C₀(V,ℂ)) : C₀(V,ℂ) := | |
| (r⁻¹)^4 • FrozenFamily.residual (bilapFamily α β hα) a₀ | |
| (coefficient a₀) (coefficient a₁) r f | |
| lemma principalResidual_apply_scaled {α β : ℝ} (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) | |
| (r : ℝ) (f : C₀(V,ℂ)) (x : V) : | |
| principalResidual hα a₀ a₁ r f x = (r⁻¹)^4 • | |
| ∫ y : V, (((a₁ x).val-(a₀ (x-r • y)).val : ℝ) : ℂ) * | |
| bilapKernel (a₀ (x-r • y)).val y * f (x-r • y) := by | |
| obtain ⟨B,hB,_,hBn,hbound⟩ := bilapKernel_weighted_majorant (V := V) α β hα | |
| change (r⁻¹)^4 • FrozenFamily.residual (bilapFamily α β hα) a₀ | |
| (coefficient a₀) (coefficient a₁) r f x = _ | |
| rw [FrozenFamily.residual_apply _ _ _ _ _ _ B hB hBn | |
| (fun p y => hbound p.val p.property y)] | |
| simp only [coefficient_apply, Complex.ofReal_sub] | |
| rfl | |
| lemma principalResidual_apply_unscaled {α β : ℝ} (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) | |
| (r : ℝ) (hr : 0 < r) (f : C₀(V,ℂ)) (x : V) : | |
| principalResidual hα a₀ a₁ r f x = | |
| ∫ y : V, (((a₁ x).val-(a₀ y).val : ℝ) : ℂ) * | |
| bilapKernel (r^4*(a₀ y).val) (x-y) * f y := by | |
| rw [principalResidual_apply_scaled] | |
| rw [← integral_sub_left_eq_self | |
| (fun y : V => (((a₁ x).val-(a₀ y).val : ℝ) : ℂ) * | |
| bilapKernel (r^4*(a₀ y).val) (x-y) * f y) volume x] | |
| simp only [sub_sub_self] | |
| simp_rw [bilapKernel_scaling _ (hα.trans_le (a₀ _).property.1) r hr, | |
| mul_smul_comm, smul_mul_assoc] | |
| rw [integral_smul] | |
| let F := fun y : V => (((a₁ x).val-(a₀ (x-r • y)).val : ℝ) : ℂ) * | |
| bilapKernel (a₀ (x-r • y)).val y * f (x-r • y) | |
| have he : (fun y : V => (((a₁ x).val-(a₀ (x-y)).val : ℝ) : ℂ) * | |
| bilapKernel (a₀ (x-y)).val (r⁻¹ • y) * f (x-y)) = | |
| fun y : V => F (r⁻¹ • y) := by | |
| funext y | |
| dsimp [F] | |
| rw [smul_inv_smul₀ hr.ne'] | |
| rw [he, Measure.integral_comp_inv_smul_of_nonneg volume F hr.le, smul_smul] | |
| congr 1 | |
| rw [pow_add, mul_right_comm, ← mul_pow, inv_mul_cancel₀ hr.ne', one_pow, one_mul] | |
| lemma norm_principalResidual_le {α β : ℝ} (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) | |
| (r : ℝ) (hr : 0 ≤ r) (f : C₀(V,ℂ)) (B : V → ℝ) | |
| (hB : Integrable B) (hBw : Integrable (fun y => ‖y‖*B y)) | |
| (hBn : ∀ y, 0 ≤ B y) | |
| (hbound : ∀ t ∈ Icc α β, ∀ y : V, ‖bilapKernel t y‖ ≤ B y) | |
| (L : ℝ) (hL : 0 ≤ L) | |
| (hLip : ∀ x z, |(a₁ x).val-(a₀ z).val| ≤ L*(‖x-z‖+r^4)) : | |
| ‖principalResidual hα a₀ a₁ r f‖ ≤ | |
| (r⁻¹)^4 * (L*(r*(∫ y : V, ‖y‖*B y)+r^4*(∫ y : V, B y))*‖f‖) := by | |
| rw [principalResidual, norm_smul, Real.norm_eq_abs, abs_of_nonneg (by positivity)] | |
| apply mul_le_mul_of_nonneg_left _ (by positivity) | |
| apply FrozenFamily.norm_residual_le _ _ _ _ r hr f B hB hBw hBn | |
| (fun p y => hbound p.val p.property y) L (r^4) hL (by positivity) | |
| intro x z | |
| simpa only [coefficient_apply, ← Complex.ofReal_sub, Complex.norm_real, Real.norm_eq_abs] | |
| using hLip x z | |
| lemma exists_uniform_principalResidual_bound (α β : ℝ) (hα : 0 < α) (L : ℝ) (hL : 0 ≤ L) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ (a₀ a₁ : C(V,Icc α β)) (r : ℝ), 0 < r → r ≤ 1 → | |
| (∀ x z, |(a₁ x).val-(a₀ z).val| ≤ L*(‖x-z‖+r^4)) → | |
| ∀ f : C₀(V,ℂ), ‖principalResidual hα a₀ a₁ r f‖ ≤ C*(r⁻¹)^3*‖f‖ := by | |
| obtain ⟨B,hB,hBw,hBn,hbound⟩ := bilapKernel_weighted_majorant (V := V) α β hα | |
| have hBw' : Integrable (fun y : V => ‖y‖*B y) := by | |
| have hi : Integrable (fun y : V => (1+‖y‖)*B y-B y) := hBw.sub hB | |
| have he : (fun y : V => (1+‖y‖)*B y-B y) = (fun y : V => ‖y‖*B y) := by | |
| funext y | |
| ring | |
| rwa [he] at hi | |
| let M₀ := ∫ y : V, B y | |
| let M₁ := ∫ y : V, ‖y‖*B y | |
| have hM₀ : 0 ≤ M₀ := integral_nonneg hBn | |
| have hM₁ : 0 ≤ M₁ := integral_nonneg (fun y => mul_nonneg (norm_nonneg _) (hBn y)) | |
| refine ⟨L*(M₁+M₀),by positivity,fun a₀ a₁ r hr hr1 hLip f => ?_⟩ | |
| apply (norm_principalResidual_le hα a₀ a₁ r hr.le f B hB hBw' hBn hbound L hL hLip).trans | |
| have hrinv : 1 ≤ (r⁻¹)^3 := one_le_pow₀ (by exact (one_le_inv₀ hr).mpr hr1) | |
| have he : (r⁻¹)^4 * (L*(r*M₁+r^4*M₀)*‖f‖) = | |
| L*((r⁻¹)^3*M₁+M₀)*‖f‖ := by | |
| field_simp | |
| change (r⁻¹)^4 * (L*(r*M₁+r^4*M₀)*‖f‖) ≤ _ | |
| rw [he] | |
| calc | |
| _ ≤ L*((r⁻¹)^3*M₁+(r⁻¹)^3*M₀)*‖f‖ := by gcongr; exact le_mul_of_one_le_left hM₀ hrinv | |
| _ = _ := by ring | |
| end FrozenParametrix | |
| open Set Filter MeasureTheory | |
| open scoped Topology ZeroAtInfty BoundedContinuousFunction | |
| namespace CompactComposition | |
| variable {V P F : Type*} [TopologicalSpace V] [PseudoMetricSpace P] [CompactSpace P] | |
| [PseudoMetricSpace F] | |
| def compose (g : C(P,F)) (a : V →ᵇ P) : V →ᵇ F := | |
| (BoundedContinuousFunction.mkOfCompact g).compContinuous a.toContinuousMap | |
| @[simp] lemma compose_apply (g : C(P,F)) (a : V →ᵇ P) (x : V) : | |
| compose g a x = g (a x) := rfl | |
| lemma continuous_compose : Continuous (fun p : C(P,F) × (V →ᵇ P) => compose p.1 p.2) := by | |
| apply continuous_iff_continuousAt.mpr | |
| rintro ⟨g₀,a₀⟩ | |
| apply Metric.continuousAt_iff.mpr | |
| intro ε hε | |
| obtain ⟨δ,hδ,hg⟩ := Metric.uniformContinuous_iff.mp (CompactSpace.uniformContinuous_of_continuous g₀.continuous) (ε/4) (by positivity) | |
| refine ⟨min (ε/4) δ, lt_min (by positivity) hδ, ?_⟩ | |
| rintro ⟨g,a⟩ hp | |
| change max (dist g g₀) (dist a a₀) < min (ε/4) δ at hp | |
| have hgdist : dist g g₀ < ε/4 := (le_max_left _ _).trans_lt (lt_of_lt_of_le hp (min_le_left _ _)) | |
| have hadist : dist a a₀ < δ := (le_max_right _ _).trans_lt (lt_of_lt_of_le hp (min_le_right _ _)) | |
| apply lt_of_le_of_lt ((BoundedContinuousFunction.dist_le (show (0 : ℝ) ≤ ε/2 by positivity)).mpr ?_) (by linarith) | |
| intro x | |
| calc | |
| dist (g (a x)) (g₀ (a₀ x)) ≤ dist (g (a x)) (g₀ (a x)) + dist (g₀ (a x)) (g₀ (a₀ x)) := dist_triangle _ _ _ | |
| _ ≤ ε/2 := by | |
| have h₁ := (ContinuousMap.dist_apply_le_dist (f := g) (g := g₀) (a x)).trans_lt hgdist | |
| have h₂ := hg ((BoundedContinuousFunction.dist_coe_le_dist (f := a) (g := a₀) x).trans_lt hadist) | |
| linarith | |
| end CompactComposition | |
| namespace C0Multiplier | |
| variable {V : Type*} [TopologicalSpace V] | |
| lemma continuous_mul_joint : Continuous (fun p : (V →ᵇ ℂ) × C₀(V,ℂ) => mul p.1 p.2) := by | |
| apply ZeroAtInftyContinuousMap.isometry_toBCF.isUniformInducing.isInducing.continuous_iff.mpr | |
| change Continuous (fun p : (V →ᵇ ℂ) × C₀(V,ℂ) => p.1*p.2.toBCF) | |
| exact continuous_fst.mul (ZeroAtInftyContinuousMap.isometry_toBCF.continuous.comp continuous_snd) | |
| end C0Multiplier | |
| namespace FrozenFamily | |
| open C0Convolution | |
| variable {V P : Type*} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| [PseudoMetricSpace P] [CompactSpace P] | |
| omit [NormedSpace ℝ V] in | |
| lemma continuous_multiplier_comp {X : Type*} [TopologicalSpace X] | |
| (g : C(P × V,ℂ)) (a : X → V →ᵇ P) (y : X → V) | |
| (ha : Continuous a) (hy : Continuous y) : | |
| Continuous (fun x => multiplier g (a x).toContinuousMap (y x)) := by | |
| exact CompactComposition.continuous_compose.comp | |
| (((continuous_family g).comp hy).prodMk ha) | |
| omit [NormedSpace ℝ V] in | |
| lemma continuous_data_comp {X : Type*} [TopologicalSpace X] | |
| (g : C(P × V,ℂ)) (a : X → V →ᵇ P) (f : X → C₀(V,ℂ)) (y : X → V) | |
| (ha : Continuous a) (hf : Continuous f) (hy : Continuous y) : | |
| Continuous (fun x => data g (a x).toContinuousMap (f x) (y x)) := | |
| C0Multiplier.continuous_mul_joint.comp ((continuous_multiplier_comp g a y ha hy).prodMk hf) | |
| lemma continuous_residualData_comp {X : Type*} [TopologicalSpace X] | |
| (g : C(P × V,ℂ)) (a : X → V →ᵇ P) (c₀ c₁ : X → V →ᵇ ℂ) | |
| (r : X → ℝ) (f : X → C₀(V,ℂ)) (y : X → V) | |
| (ha : Continuous a) (h₀ : Continuous c₀) (h₁ : Continuous c₁) | |
| (hr : Continuous r) (hf : Continuous f) (hy : Continuous y) : | |
| Continuous (fun x => residualData g (a x).toContinuousMap (c₀ x) (c₁ x) (r x) (f x) (y x)) := by | |
| apply Continuous.sub | |
| · exact C0Multiplier.continuous_mul_joint.comp (h₁.prodMk | |
| (continuous_translate_comp _ _ (hr.smul hy) (continuous_data_comp g a f y ha hf hy))) | |
| · exact continuous_translate_comp _ _ (hr.smul hy) (continuous_data_comp g a | |
| (fun x => C0Multiplier.mul (c₀ x) (f x)) y ha | |
| (C0Multiplier.continuous_mul_joint.comp (h₀.prodMk hf)) hy) | |
| variable [MeasureSpace V] [BorelSpace V] [SecondCountableTopology V] | |
| omit [MeasureSpace V] [BorelSpace V] [SecondCountableTopology V] in | |
| lemma norm_residualData_le_uniform (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (f : C₀(V,ℂ)) (y : V) (B M : ℝ) (hB : 0 ≤ B) (hM : 0 ≤ M) | |
| (hbound : ∀ p, ‖g (p,y)‖ ≤ B) (hc : ‖c₀‖+‖c₁‖ ≤ M) : | |
| ‖residualData g a c₀ c₁ r f y‖ ≤ M*‖f‖*B := by | |
| apply (norm_le_iff _ (by positivity)).mpr | |
| intro x | |
| rw [residualData_apply, norm_mul, norm_mul] | |
| have hn : ‖c₁ x-c₀ (x-r • y)‖ ≤ M := | |
| (norm_sub_le _ _).trans <| (add_le_add (c₁.norm_coe_le_norm _) (c₀.norm_coe_le_norm _)).trans (by linarith) | |
| calc | |
| _ ≤ M*B*‖f‖ := mul_le_mul (mul_le_mul hn (hbound _) (norm_nonneg _) hM) | |
| (apply_norm_le f _) (norm_nonneg _) (by positivity) | |
| _ = _ := by ring | |
| lemma continuous_residual_comp {X : Type*} [TopologicalSpace X] [FirstCountableTopology X] | |
| (g : C(P × V,ℂ)) (a : X → V →ᵇ P) (c₀ c₁ : X → V →ᵇ ℂ) | |
| (r : X → ℝ) (f : C₀(V,ℂ)) (ha : Continuous a) (h₀ : Continuous c₀) (h₁ : Continuous c₁) | |
| (hr : Continuous r) (B : V → ℝ) (hB : Integrable B) (hBn : ∀ y, 0 ≤ B y) | |
| (hbound : ∀ p y, ‖g (p,y)‖ ≤ B y) (M : ℝ) (hM : 0 ≤ M) | |
| (hc : ∀ x, ‖c₀ x‖+‖c₁ x‖ ≤ M) : | |
| Continuous (fun x => residual g (a x).toContinuousMap (c₀ x) (c₁ x) (r x) f) := by | |
| apply continuous_of_dominated | |
| (fun x => (integrable_residualData g (a x).toContinuousMap (c₀ x) (c₁ x) (r x) f B hB hBn hbound).aestronglyMeasurable) | |
| (fun x => Eventually.of_forall (fun y => norm_residualData_le_uniform g (a x).toContinuousMap | |
| (c₀ x) (c₁ x) (r x) f y (B y) M (hBn y) hM (fun p => hbound p y) (hc x))) | |
| (hB.const_mul (M*‖f‖)) | |
| exact Eventually.of_forall (fun y => continuous_residualData_comp g a c₀ c₁ r | |
| (fun _ => f) (fun _ => y) ha h₀ h₁ hr continuous_const continuous_const) | |
| lemma residual_add (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (f h : C₀(V,ℂ)) (B : V → ℝ) (hB : Integrable B) | |
| (hBn : ∀ y, 0 ≤ B y) (hbound : ∀ p y, ‖g (p,y)‖ ≤ B y) : | |
| residual g a c₀ c₁ r (f+h) = residual g a c₀ c₁ r f + residual g a c₀ c₁ r h := by | |
| have he : residualData g a c₀ c₁ r (f+h) = | |
| fun y => residualData g a c₀ c₁ r f y + residualData g a c₀ c₁ r h y := by | |
| funext y | |
| ext x | |
| simp only [residualData_apply, ZeroAtInftyContinuousMap.add_apply] | |
| ring | |
| rw [residual, he, integral_add | |
| (integrable_residualData g a c₀ c₁ r f B hB hBn hbound) | |
| (integrable_residualData g a c₀ c₁ r h B hB hBn hbound)] | |
| rfl | |
| omit [BorelSpace V] [SecondCountableTopology V] in | |
| lemma residual_smul (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (c : ℂ) (f : C₀(V,ℂ)) : | |
| residual g a c₀ c₁ r (c • f) = c • residual g a c₀ c₁ r f := by | |
| have he : residualData g a c₀ c₁ r (c • f) = fun y => c • residualData g a c₀ c₁ r f y := by | |
| funext y | |
| ext x | |
| simp only [residualData_apply, ZeroAtInftyContinuousMap.smul_apply, smul_eq_mul] | |
| ring | |
| rw [residual, he, integral_smul] | |
| rfl | |
| omit [BorelSpace V] [SecondCountableTopology V] in | |
| lemma norm_residual_le_uniform (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (f : C₀(V,ℂ)) (B : V → ℝ) (hB : Integrable B) | |
| (hBn : ∀ y, 0 ≤ B y) (hbound : ∀ p y, ‖g (p,y)‖ ≤ B y) : | |
| ‖residual g a c₀ c₁ r f‖ ≤ ((‖c₀‖+‖c₁‖)*(∫ y, B y))*‖f‖ := by | |
| calc | |
| _ ≤ ∫ y, (‖c₀‖+‖c₁‖)*‖f‖*B y := norm_integral_le_of_norm_le | |
| (hB.const_mul _) (Eventually.of_forall (fun y => norm_residualData_le_uniform g a c₀ c₁ r f y | |
| (B y) (‖c₀‖+‖c₁‖) (hBn y) (by positivity) (fun p => hbound p y) le_rfl)) | |
| _ = _ := by rw [integral_const_mul]; ring | |
| def residualCLM (g : C(P × V,ℂ)) (a : C(V,P)) (c₀ c₁ : V →ᵇ ℂ) | |
| (r : ℝ) (B : V → ℝ) (hB : Integrable B) (hBn : ∀ y, 0 ≤ B y) | |
| (hbound : ∀ p y, ‖g (p,y)‖ ≤ B y) : C₀(V,ℂ) →L[ℂ] C₀(V,ℂ) := | |
| LinearMap.mkContinuous | |
| { toFun := residual g a c₀ c₁ r | |
| map_add' := fun f h => residual_add g a c₀ c₁ r f h B hB hBn hbound | |
| map_smul' := fun c f => residual_smul g a c₀ c₁ r c f } | |
| ((‖c₀‖+‖c₁‖)*(∫ y, B y)) | |
| (fun f => norm_residual_le_uniform g a c₀ c₁ r f B hB hBn hbound) | |
| end FrozenFamily | |
| namespace FrozenParametrix | |
| open scoped SchwartzMap ZeroAtInfty BoundedContinuousFunction | |
| open BiharmonicKernel C0Convolution | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| def frozenOp {α β : ℝ} (hα : 0 < α) (a : C(V,Icc α β)) (r : ℝ) (f : C₀(V,ℂ)) : C₀(V,ℂ) := | |
| frozen (fun x => (a x).val) (continuous_subtype_val.comp a.continuous) α β hα | |
| (fun x => (a x).property) r f | |
| lemma kernel_majorant_nonneg (α β : ℝ) (hα : 0 < α) : | |
| ∃ B : V → ℝ, Integrable B ∧ (∀ y, 0 ≤ B y) ∧ | |
| ∀ t ∈ Icc α β, ∀ y : V, ‖kernel t y‖ ≤ B y := by | |
| obtain ⟨B,hB,hbound⟩ := kernel_majorant (V := V) α β hα | |
| exact ⟨fun y => |B y|, hB.norm, fun y => abs_nonneg _, | |
| fun t ht y => (hbound t ht y).trans (le_abs_self _)⟩ | |
| def kernelMajorant (α β : ℝ) (hα : 0 < α) : V → ℝ := | |
| (kernel_majorant_nonneg (V := V) α β hα).choose | |
| lemma kernelMajorant_spec (α β : ℝ) (hα : 0 < α) : | |
| Integrable (kernelMajorant (V := V) α β hα) ∧ | |
| (∀ y, 0 ≤ kernelMajorant (V := V) α β hα y) ∧ | |
| ∀ t ∈ Icc α β, ∀ y : V, ‖kernel t y‖ ≤ kernelMajorant α β hα y := | |
| (kernel_majorant_nonneg (V := V) α β hα).choose_spec | |
| def frozenCLM {α β : ℝ} (hα : 0 < α) (a : C(V,Icc α β)) (r : ℝ) : C₀(V,ℂ) →L[ℂ] C₀(V,ℂ) := | |
| LinearMap.mkContinuous | |
| { toFun := frozenOp hα a r | |
| map_add' := fun f g => frozen_add (fun x => (a x).val) (continuous_subtype_val.comp a.continuous) α β hα (fun x => (a x).property) r f g | |
| map_smul' := fun c f => frozen_smul (fun x => (a x).val) (continuous_subtype_val.comp a.continuous) α β hα (fun x => (a x).property) r c f } | |
| (∫ y : V, kernelMajorant α β hα y) | |
| (fun f => norm_frozen_le (fun x => (a x).val) (continuous_subtype_val.comp a.continuous) α β hα (fun x => (a x).property) r f _ | |
| (kernelMajorant_spec α β hα).1 (kernelMajorant_spec α β hα).2.2) | |
| @[simp] lemma frozenCLM_apply {α β : ℝ} (hα : 0 < α) (a : C(V,Icc α β)) (r : ℝ) (f : C₀(V,ℂ)) : | |
| frozenCLM hα a r f = frozenOp hα a r f := rfl | |
| lemma norm_frozenCLM_le {α β : ℝ} (hα : 0 < α) (a : C(V,Icc α β)) (r : ℝ) : | |
| ‖frozenCLM hα a r‖ ≤ ∫ y : V, kernelMajorant α β hα y := by | |
| apply ContinuousLinearMap.opNorm_le_bound (frozenCLM hα a r) | |
| (integral_nonneg (kernelMajorant_spec α β hα).2.1) | |
| intro f | |
| exact norm_frozen_le (fun x => (a x).val) (continuous_subtype_val.comp a.continuous) α β hα (fun x => (a x).property) r f _ | |
| (kernelMajorant_spec α β hα).1 (kernelMajorant_spec α β hα).2.2 | |
| def kernelFamilyCM (α β : ℝ) (hα : 0 < α) : C(Icc α β × V,ℂ) := | |
| ⟨fun p => kernel p.1.val p.2, | |
| continuous_kernel_comp (fun p : Icc α β × V => p.1.val) Prod.snd | |
| (continuous_subtype_val.comp continuous_fst) continuous_snd | |
| (fun p => hα.trans_le p.1.property.1)⟩ | |
| lemma continuous_frozenOp_comp {X : Type*} [TopologicalSpace X] [FirstCountableTopology X] | |
| {α β : ℝ} (hα : 0 < α) (a : X → V →ᵇ Icc α β) (r : X → ℝ) | |
| (ha : Continuous a) (hr : Continuous r) (f : C₀(V,ℂ)) : | |
| Continuous (fun x => frozenOp hα (a x).toContinuousMap (r x) f) := by | |
| have he (x : X) : frozenOp hα (a x).toContinuousMap (r x) f = | |
| ∫ y : V, C0Convolution.translate (r x • y) (FrozenFamily.data (kernelFamilyCM α β hα) (a x).toContinuousMap f y) := | |
| frozen_eq_integral (fun z => (a x z).val) (continuous_subtype_val.comp (a x).continuous) α β hα (fun z => (a x z).property) (r x) f | |
| simp_rw [he] | |
| apply continuous_of_dominated (bound := fun y => kernelMajorant α β hα y*‖f‖) | |
| · intro x | |
| exact (integrable_translated_sourceData (fun z => (a x z).val) (continuous_subtype_val.comp (a x).continuous) α β hα (fun z => (a x z).property) (r x) f).aestronglyMeasurable | |
| · intro x | |
| filter_upwards with y | |
| rw [norm_translate] | |
| exact FrozenFamily.norm_data_le (kernelFamilyCM α β hα) (a x).toContinuousMap f y (kernelMajorant α β hα y) ((kernelMajorant_spec α β hα).2.1 y) | |
| (fun p => (kernelMajorant_spec α β hα).2.2 p.val p.property y) | |
| · exact (kernelMajorant_spec α β hα).1.mul_const ‖f‖ | |
| · exact Eventually.of_forall (fun y => continuous_translate_comp _ _ | |
| (hr.smul continuous_const) (FrozenFamily.continuous_data_comp (kernelFamilyCM α β hα) | |
| a (fun _ => f) (fun _ => y) ha continuous_const continuous_const)) | |
| omit [InnerProductSpace ℝ V] [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] in | |
| lemma continuous_coefficient_comp {X : Type*} [TopologicalSpace X] {α β : ℝ} | |
| (a : X → V →ᵇ Icc α β) (ha : Continuous a) : | |
| Continuous (fun x => coefficient (a x).toContinuousMap) := by | |
| exact CompactComposition.continuous_compose.comp (continuous_const.prodMk ha) | |
| omit [InnerProductSpace ℝ V] [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] in | |
| lemma norm_coefficient_le {α β : ℝ} (a : C(V,Icc α β)) : | |
| ‖coefficient a‖ ≤ max |α| |β| := by | |
| apply (BoundedContinuousFunction.norm_le (le_trans (abs_nonneg α) (le_max_left _ _))).mpr | |
| intro x | |
| simp only [coefficient_apply, Complex.norm_real, Real.norm_eq_abs] | |
| apply abs_le.mpr | |
| exact ⟨(neg_le_neg (le_max_left |α| |β|)).trans ((neg_abs_le α).trans (a x).property.1), | |
| (a x).property.2.trans ((le_abs_self β).trans (le_max_right _ _))⟩ | |
| def bilapMajorant (α β : ℝ) (hα : 0 < α) : V → ℝ := | |
| (bilapKernel_weighted_majorant (V := V) α β hα).choose | |
| lemma bilapMajorant_spec (α β : ℝ) (hα : 0 < α) : | |
| Integrable (bilapMajorant (V := V) α β hα) ∧ | |
| Integrable (fun y : V => (1+‖y‖)*bilapMajorant α β hα y) ∧ | |
| (∀ y, 0 ≤ bilapMajorant (V := V) α β hα y) ∧ | |
| ∀ t ∈ Icc α β, ∀ y : V, ‖bilapKernel t y‖ ≤ bilapMajorant α β hα y := | |
| (bilapKernel_weighted_majorant (V := V) α β hα).choose_spec | |
| def principalCLM {α β : ℝ} (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) (r : ℝ) : C₀(V,ℂ) →L[ℂ] C₀(V,ℂ) := | |
| (r⁻¹)^4 • FrozenFamily.residualCLM (bilapFamily α β hα) a₀ | |
| (coefficient a₀) (coefficient a₁) r (bilapMajorant α β hα) | |
| (bilapMajorant_spec α β hα).1 (bilapMajorant_spec α β hα).2.2.1 | |
| (fun p y => (bilapMajorant_spec α β hα).2.2.2 p.val p.property y) | |
| @[simp] lemma principalCLM_apply {α β : ℝ} (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) (r : ℝ) (f : C₀(V,ℂ)) : | |
| principalCLM hα a₀ a₁ r f = principalResidual hα a₀ a₁ r f := rfl | |
| lemma continuous_principalCLM_apply {X : Type*} [TopologicalSpace X] [FirstCountableTopology X] | |
| {α β : ℝ} (hα : 0 < α) (a₀ a₁ : X → V →ᵇ Icc α β) (r : X → ℝ) | |
| (h₀ : Continuous a₀) (h₁ : Continuous a₁) (hr : Continuous r) (hr0 : ∀ x, r x ≠ 0) (f : C₀(V,ℂ)) : | |
| Continuous (fun x => principalCLM hα (a₀ x).toContinuousMap (a₁ x).toContinuousMap (r x) f) := by | |
| change Continuous (fun x => (r x)⁻¹^4 • FrozenFamily.residual (bilapFamily α β hα) | |
| (a₀ x).toContinuousMap (coefficient (a₀ x).toContinuousMap) (coefficient (a₁ x).toContinuousMap) (r x) f) | |
| apply ((hr.inv₀ hr0).pow 4).smul | |
| apply FrozenFamily.continuous_residual_comp _ a₀ _ _ r f h₀ | |
| (continuous_coefficient_comp a₀ h₀) (continuous_coefficient_comp a₁ h₁) hr | |
| (bilapMajorant α β hα) (bilapMajorant_spec α β hα).1 (bilapMajorant_spec α β hα).2.2.1 | |
| (fun p y => (bilapMajorant_spec α β hα).2.2.2 p.val p.property y) | |
| (2*max |α| |β|) (by positivity) | |
| intro x | |
| linarith [norm_coefficient_le (a₀ x).toContinuousMap, norm_coefficient_le (a₁ x).toContinuousMap] | |
| def fullResidualCLM {α β : ℝ} (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) (b : V →ᵇ ℂ) | |
| (r : ℝ) : C₀(V,ℂ) →L[ℂ] C₀(V,ℂ) := | |
| principalCLM hα a₀ a₁ r + (C0Multiplier.mulLeftCLM b).comp (frozenCLM hα a₀ r) | |
| lemma fullResidualCLM_apply {α β : ℝ} (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) (b : V →ᵇ ℂ) | |
| (r : ℝ) (f : C₀(V,ℂ)) : | |
| fullResidualCLM hα a₀ a₁ b r f = principalResidual hα a₀ a₁ r f + C0Multiplier.mul b (frozenOp hα a₀ r f) := rfl | |
| lemma continuous_fullResidualCLM_apply {X : Type*} [TopologicalSpace X] [FirstCountableTopology X] | |
| {α β : ℝ} (hα : 0 < α) (a₀ a₁ : X → V →ᵇ Icc α β) (b : X → V →ᵇ ℂ) (r : X → ℝ) | |
| (h₀ : Continuous a₀) (h₁ : Continuous a₁) (hb : Continuous b) | |
| (hr : Continuous r) (hr0 : ∀ x, r x ≠ 0) (f : C₀(V,ℂ)) : | |
| Continuous (fun x => fullResidualCLM hα (a₀ x).toContinuousMap (a₁ x).toContinuousMap (b x) (r x) f) := by | |
| simp_rw [fullResidualCLM_apply] | |
| exact (continuous_principalCLM_apply hα a₀ a₁ r h₀ h₁ hr hr0 f).add | |
| (C0Multiplier.continuous_mul_joint.comp (hb.prodMk (continuous_frozenOp_comp hα a₀ r h₀ hr f))) | |
| lemma exists_uniform_fullResidual_bound (α β : ℝ) (hα : 0 < α) (L B : ℝ) (hL : 0 ≤ L) (hB : 0 ≤ B) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ (a₀ a₁ : C(V,Icc α β)) (b : V →ᵇ ℂ) (r : ℝ), | |
| 0 < r → r ≤ 1 → ‖b‖ ≤ B → | |
| (∀ x z, |(a₁ x).val-(a₀ z).val| ≤ L*(‖x-z‖+r^4)) → | |
| ‖fullResidualCLM hα a₀ a₁ b r‖ ≤ C*(r⁻¹)^3 := by | |
| obtain ⟨C,hC,hbound⟩ := exists_uniform_principalResidual_bound (V := V) α β hα L hL | |
| let M := ∫ y : V, kernelMajorant α β hα y | |
| have hM : 0 ≤ M := integral_nonneg (kernelMajorant_spec α β hα).2.1 | |
| refine ⟨C+B*M,by positivity,fun a₀ a₁ b r hr hr1 hb hLip => ?_⟩ | |
| apply ContinuousLinearMap.opNorm_le_bound _ (by positivity) | |
| intro f | |
| rw [fullResidualCLM_apply] | |
| have hrinv : 1 ≤ (r⁻¹)^3 := one_le_pow₀ ((one_le_inv₀ hr).mpr hr1) | |
| have hK : ‖frozenOp hα a₀ r f‖ ≤ M*‖f‖ := by | |
| exact norm_frozen_le (fun x => (a₀ x).val) (continuous_subtype_val.comp a₀.continuous) | |
| α β hα (fun x => (a₀ x).property) r f _ | |
| (kernelMajorant_spec α β hα).1 (kernelMajorant_spec α β hα).2.2 | |
| calc | |
| _ ≤ ‖principalResidual hα a₀ a₁ r f‖+‖C0Multiplier.mul b (frozenOp hα a₀ r f)‖ := norm_add_le _ _ | |
| _ ≤ C*(r⁻¹)^3*‖f‖+B*(M*‖f‖) := add_le_add (hbound a₀ a₁ r hr hr1 hLip f) | |
| ((C0Multiplier.norm_mul_le b _).trans (mul_le_mul hb hK (norm_nonneg _) hB)) | |
| _ ≤ C*(r⁻¹)^3*‖f‖+B*(M*‖f‖)*(r⁻¹)^3 := | |
| add_le_add le_rfl (le_mul_of_one_le_right (show 0 ≤ B*(M*‖f‖) by positivity) hrinv) | |
| _ = _ := by ring | |
| end FrozenParametrix | |
| open Set Filter MeasureTheory | |
| open scoped Topology BoundedContinuousFunction | |
| namespace StrongWeightedVolterra | |
| abbrev UnitTime := Ioo (0 : ℝ) 1 | |
| abbrev Time (T : ℝ) := Ioc (0 : ℝ) T | |
| instance : MeasureSpace UnitTime := Measure.Subtype.measureSpace | |
| def weight (u : UnitTime) : ℝ := u.val ^ (-3/4 : ℝ) * (1-u.val)^(-3/4 : ℝ) | |
| lemma weight_nonneg (u : UnitTime) : 0 ≤ weight u := by | |
| exact mul_nonneg (Real.rpow_nonneg u.property.1.le _) (Real.rpow_nonneg (by linarith [u.property.2]) _) | |
| lemma continuous_weight : Continuous weight := by | |
| apply Continuous.mul | |
| · exact continuous_subtype_val.rpow_const (fun u => Or.inl u.property.1.ne') | |
| · exact (continuous_const.sub continuous_subtype_val).rpow_const | |
| (fun u => Or.inl (sub_pos.mpr u.property.2).ne') | |
| lemma integrable_weight : Integrable weight := by | |
| have hb := (Complex.betaIntegral_convergent | |
| (u := (1/4 : ℂ)) (v := (1/4 : ℂ)) (by norm_num) (by norm_num)).norm.1 | |
| have hi := hb.mono_set Ioo_subset_Ioc_self | |
| have he : EqOn (fun x : ℝ => ‖(x : ℂ)^((1/4 : ℂ)-1) * | |
| (1-(x : ℂ))^((1/4 : ℂ)-1)‖) | |
| (fun x : ℝ => x^(-3/4 : ℝ)*(1-x)^(-3/4 : ℝ)) (Ioo 0 1) := by | |
| intro x hx | |
| dsimp only | |
| rw [norm_mul] | |
| have hq : (1/4 : ℂ)-1 = ((-3/4 : ℝ) : ℂ) := by norm_num | |
| rw [hq, show (1 : ℂ)-(x : ℂ) = ((1-x : ℝ) : ℂ) by push_cast; rfl, | |
| Complex.norm_cpow_real, Complex.norm_cpow_real, | |
| Complex.norm_real, Complex.norm_real, Real.norm_eq_abs, Real.norm_eq_abs, | |
| abs_of_pos hx.1, abs_of_pos (sub_pos.mpr hx.2)] | |
| have hw := hi.congr_fun he measurableSet_Ioo | |
| exact (integrableOn_iff_comap_subtypeVal measurableSet_Ioo).mp hw | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℂ E] | |
| variable {T : ℝ} | |
| def lag (t : Time T) (u : UnitTime) : Time T := | |
| ⟨t.val*u.val, mul_pos t.property.1 u.property.1, | |
| (mul_le_of_le_one_right t.property.1.le u.property.2.le).trans t.property.2⟩ | |
| lemma continuous_lag : Continuous (fun p : Time T × UnitTime => lag p.1 p.2) := by | |
| exact (continuous_subtype_val.comp continuous_fst |>.mul | |
| (continuous_subtype_val.comp continuous_snd)).subtype_mk _ | |
| structure Kernel (T : ℝ) (E : Type*) [NormedAddCommGroup E] [NormedSpace ℂ E] where | |
| toFun : Time T × UnitTime → E →L[ℂ] E | |
| continuous_apply : Continuous (fun p : (Time T × UnitTime) × E => toFun p.1 p.2) | |
| instance : CoeFun (Kernel T E) (fun _ => Time T × UnitTime → E →L[ℂ] E) := ⟨Kernel.toFun⟩ | |
| lemma continuous_apply_of_strong {X : Type*} [TopologicalSpace X] | |
| (A : X → E →L[ℂ] E) (hA : ∀ f, Continuous (fun x => A x f)) | |
| (C : ℝ) (_hC : 0 ≤ C) (hbound : ∀ x, ‖A x‖ ≤ C) : | |
| Continuous (fun p : X × E => A p.1 p.2) := by | |
| apply continuous_iff_continuousAt.mpr | |
| rintro ⟨x,f⟩ | |
| have hb := ((hA f).comp continuous_fst).tendsto (x,f) | |
| apply hb.congr_dist | |
| apply squeeze_zero (fun p => dist_nonneg) (fun p => ?_) | |
| (show Tendsto (fun p : X × E => C*dist f p.2) (𝓝 (x,f)) (𝓝 0) from | |
| by | |
| have hd : Continuous (fun p : X × E => C*dist f p.2) := by fun_prop | |
| simpa using hd.tendsto (x,f)) | |
| dsimp only [Function.comp_apply] | |
| rw [dist_eq_norm, ← map_sub, dist_eq_norm] | |
| exact (A p.1).le_opNorm _ |>.trans (mul_le_mul_of_nonneg_right (hbound _) (norm_nonneg _)) | |
| def Kernel.ofStrong (A : Time T × UnitTime → E →L[ℂ] E) | |
| (hA : ∀ f, Continuous (fun p => A p f)) (C : ℝ) (hC : 0 ≤ C) | |
| (hbound : ∀ p, ‖A p‖ ≤ C) : Kernel T E := | |
| ⟨A, continuous_apply_of_strong A hA C hC hbound⟩ | |
| variable (N : Kernel T E) (C : ℝ) | |
| (hC : 0 ≤ C) (hN : ∀ p, ‖N p‖ ≤ C) | |
| def data (j : Time T →ᵇ E) (t : Time T) (u : UnitTime) : E := | |
| weight u • N (t,u) (j (lag t u)) | |
| lemma continuous_data (j : Time T →ᵇ E) : | |
| Continuous (fun p : Time T × UnitTime => data N j p.1 p.2) := by | |
| exact (continuous_weight.comp continuous_snd).smul | |
| (N.continuous_apply.comp (continuous_id.prodMk (j.continuous.comp continuous_lag))) | |
| include hC hN | |
| lemma norm_data_le (j : Time T →ᵇ E) (t : Time T) (u : UnitTime) : | |
| ‖data N j t u‖ ≤ weight u * (C*‖j‖) := by | |
| rw [data, norm_smul, Real.norm_eq_abs, abs_of_nonneg (weight_nonneg u)] | |
| apply mul_le_mul_of_nonneg_left _ (weight_nonneg u) | |
| exact (N (t,u)).le_opNorm _ |>.trans (mul_le_mul (hN _) (j.norm_coe_le_norm _) | |
| (norm_nonneg _) hC) | |
| lemma integrable_data (j : Time T →ᵇ E) (t : Time T) : Integrable (data N j t) := by | |
| exact (integrable_weight.mul_const (C*‖j‖)).mono' | |
| ((continuous_data N j).comp (continuous_const.prodMk continuous_id)).aestronglyMeasurable | |
| (Eventually.of_forall (norm_data_le N C hC hN j t)) | |
| lemma continuous_integral_data (j : Time T →ᵇ E) : | |
| Continuous (fun t => ∫ u : UnitTime, data N j t u) := by | |
| apply continuous_of_dominated | |
| (fun t => (integrable_data N C hC hN j t).aestronglyMeasurable) | |
| (fun t => Eventually.of_forall (norm_data_le N C hC hN j t)) | |
| (integrable_weight.mul_const (C*‖j‖)) | |
| exact Eventually.of_forall (fun u => | |
| (continuous_data N j).comp (continuous_id.prodMk continuous_const)) | |
| lemma norm_integral_data_le (j : Time T →ᵇ E) (t : Time T) : | |
| ‖∫ u : UnitTime, data N j t u‖ ≤ (∫ u : UnitTime, weight u)*C*‖j‖ := by | |
| calc | |
| _ ≤ ∫ u : UnitTime, weight u*(C*‖j‖) := | |
| norm_integral_le_of_norm_le (integrable_weight.mul_const _) <| | |
| Eventually.of_forall (norm_data_le N C hC hN j t) | |
| _ = _ := by rw [integral_mul_const]; ring | |
| omit hC hN in | |
| def value (j : Time T →ᵇ E) (t : Time T) : E := | |
| t.val^(1/4 : ℝ) • ∫ u : UnitTime, data N j t u | |
| lemma continuous_value (j : Time T →ᵇ E) : Continuous (value N j) := | |
| (continuous_subtype_val.rpow_const (fun t => Or.inl t.property.1.ne')).smul | |
| (continuous_integral_data N C hC hN j) | |
| lemma norm_value_le (hT : 0 ≤ T) (j : Time T →ᵇ E) (t : Time T) : | |
| ‖value N j t‖ ≤ (T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C)*‖j‖ := by | |
| rw [value, norm_smul, Real.norm_eq_abs, abs_of_nonneg (Real.rpow_nonneg t.property.1.le _)] | |
| calc | |
| _ ≤ T^(1/4 : ℝ) * ((∫ u : UnitTime, weight u)*C*‖j‖) := | |
| mul_le_mul (Real.rpow_le_rpow t.property.1.le t.property.2 (by norm_num)) | |
| (norm_integral_data_le N C hC hN j t) (norm_nonneg _) | |
| (Real.rpow_nonneg hT _) | |
| _ = _ := by ring | |
| def operator (hT : 0 ≤ T) (j : Time T →ᵇ E) : Time T →ᵇ E := | |
| .mkOfBound ⟨value N j, continuous_value N C hC hN j⟩ | |
| (2*((T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C)*‖j‖)) (by | |
| intro x y | |
| exact (dist_le_norm_add_norm _ _).trans <| by | |
| dsimp | |
| linarith [norm_value_le N C hC hN hT j x, norm_value_le N C hC hN hT j y]) | |
| @[simp] lemma operator_apply (hT : 0 ≤ T) (j : Time T →ᵇ E) (t : Time T) : | |
| operator N C hC hN hT j t = value N j t := rfl | |
| lemma norm_operator_le (hT : 0 ≤ T) (j : Time T →ᵇ E) : | |
| ‖operator N C hC hN hT j‖ ≤ (T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C)*‖j‖ := by | |
| apply (BoundedContinuousFunction.norm_le (by | |
| apply mul_nonneg _ (norm_nonneg _) | |
| exact mul_nonneg (mul_nonneg (Real.rpow_nonneg hT _) (integral_nonneg weight_nonneg)) hC)).mpr | |
| exact norm_value_le N C hC hN hT j | |
| lemma operator_add (hT : 0 ≤ T) (j k : Time T →ᵇ E) : | |
| operator N C hC hN hT (j+k) = operator N C hC hN hT j + operator N C hC hN hT k := by | |
| ext t | |
| simp only [operator_apply, BoundedContinuousFunction.add_apply, value] | |
| have hd : (fun u => data N (j+k) t u) = (fun u => data N j t u+data N k t u) := by | |
| funext u | |
| simp [data, map_add, smul_add] | |
| rw [hd, integral_add (integrable_data N C hC hN j t) (integrable_data N C hC hN k t), smul_add] | |
| lemma operator_smul (hT : 0 ≤ T) (c : ℂ) (j : Time T →ᵇ E) : | |
| operator N C hC hN hT (c • j) = c • operator N C hC hN hT j := by | |
| ext t | |
| simp only [operator_apply, BoundedContinuousFunction.smul_apply, value] | |
| have hd : (fun u => data N (c • j) t u) = (fun u => c • data N j t u) := by | |
| funext u | |
| simp only [data, BoundedContinuousFunction.smul_apply, map_smul] | |
| exact smul_comm _ _ _ | |
| rw [hd, integral_smul, smul_comm] | |
| def operatorCLM (hT : 0 ≤ T) : (Time T →ᵇ E) →L[ℂ] (Time T →ᵇ E) := | |
| LinearMap.mkContinuous | |
| { toFun := operator N C hC hN hT | |
| map_add' := operator_add N C hC hN hT | |
| map_smul' := operator_smul N C hC hN hT } | |
| (T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C) | |
| (norm_operator_le N C hC hN hT) | |
| lemma norm_operatorCLM_le (hT : 0 ≤ T) : | |
| ‖operatorCLM N C hC hN hT‖ ≤ T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C := by | |
| apply ContinuousLinearMap.opNorm_le_bound _ | |
| (mul_nonneg (mul_nonneg (Real.rpow_nonneg hT _) (integral_nonneg weight_nonneg)) hC) | |
| exact norm_operator_le N C hC hN hT | |
| theorem exists_unique_solution [CompleteSpace E] (hT : 0 ≤ T) | |
| (hsmall : T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C < 1) (g : Time T →ᵇ E) : | |
| ∃! j : Time T →ᵇ E, j + operator N C hC hN hT j = g := by | |
| let A := operatorCLM N C hC hN hT | |
| have hA : ‖A‖ < 1 := (norm_operatorCLM_le N C hC hN hT).trans_lt hsmall | |
| let f : (Time T →ᵇ E) → (Time T →ᵇ E) := fun j => g-A j | |
| have hf : ContractingWith ‖A‖₊ f := by | |
| refine ⟨hA, LipschitzWith.of_dist_le_mul (fun j k => ?_)⟩ | |
| rw [dist_eq_norm, dist_eq_norm] | |
| change ‖(g-A j)-(g-A k)‖ ≤ ‖A‖*‖j-k‖ | |
| rw [sub_sub_sub_cancel_left, ← A.map_sub, norm_sub_rev j k] | |
| exact A.le_opNorm (k-j) | |
| refine ⟨hf.fixedPoint, ?_, fun j hj => ?_⟩ | |
| · have hx := hf.fixedPoint_isFixedPt | |
| change g-A hf.fixedPoint = hf.fixedPoint at hx | |
| change hf.fixedPoint + A hf.fixedPoint = g | |
| exact (eq_sub_iff_add_eq.mp hx.symm) | |
| · apply hf.fixedPoint_unique | |
| change g-A j = j | |
| change j + A j = g at hj | |
| exact (eq_sub_iff_add_eq.mpr hj).symm | |
| lemma norm_solution_le (hT : 0 ≤ T) | |
| (hsmall : T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C < 1) | |
| (g j : Time T →ᵇ E) (hj : j+operator N C hC hN hT j=g) : | |
| ‖j‖ ≤ ‖g‖/(1-T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C) := by | |
| have hpos := sub_pos.mpr hsmall | |
| apply (le_div_iff₀ hpos).mpr | |
| have hb := norm_operator_le N C hC hN hT j | |
| have hjg : j = g-operator N C hC hN hT j := eq_sub_iff_add_eq.mpr hj | |
| have hn := norm_sub_le g (operator N C hC hN hT j) | |
| rw [← hjg] at hn | |
| nlinarith | |
| omit hC hN in | |
| def unweighted (j : Time T →ᵇ E) (r : ℝ) : E := | |
| if hr : r ∈ Time T then r^(-3/4 : ℝ) • j ⟨r,hr⟩ else 0 | |
| omit hC hN in | |
| lemma unweighted_lag (j : Time T →ᵇ E) (t : Time T) (u : UnitTime) : | |
| unweighted j (t.val*u.val) = (t.val*u.val)^(-3/4 : ℝ) • j (lag t u) := by | |
| have hr : t.val*u.val ∈ Time T := (lag t u).property | |
| rw [unweighted, dite_eq_left hr] | |
| rfl | |
| omit hC hN in | |
| def normalizedArg (t : Time T) (r : ℝ) (hr : r ∈ Ioo 0 t.val) : UnitTime := | |
| ⟨r/t.val, div_pos hr.1 t.property.1, (div_lt_one t.property.1).mpr hr.2⟩ | |
| omit hC hN in | |
| def kernel (t : Time T) (r : ℝ) : E →L[ℂ] E := | |
| if hr : r ∈ Ioo 0 t.val then | |
| (t.val-r)^(-3/4 : ℝ) • N (t,normalizedArg t r hr) else 0 | |
| omit hC hN in | |
| lemma normalizedArg_lag (t : Time T) (u : UnitTime) | |
| (hr : t.val*u.val ∈ Ioo 0 t.val) : normalizedArg t (t.val*u.val) hr = u := by | |
| apply Subtype.ext | |
| change t.val*u.val/t.val = u.val | |
| field_simp [t.property.1.ne'] | |
| omit hC hN in | |
| lemma kernel_lag (t : Time T) (u : UnitTime) : | |
| kernel N t (t.val*u.val) = (t.val*(1-u.val))^(-3/4 : ℝ) • N (t,u) := by | |
| have hr : t.val*u.val ∈ Ioo 0 t.val := | |
| ⟨mul_pos t.property.1 u.property.1, mul_lt_of_lt_one_right t.property.1 u.property.2⟩ | |
| rw [kernel, dite_eq_left hr, normalizedArg_lag] | |
| congr 2 | |
| ring | |
| omit hC hN in | |
| lemma rescaling_scalar (t u : ℝ) (ht : 0 < t) (hu : 0 < u) (hu1 : u < 1) : | |
| t^(3/4 : ℝ)*t*((t*(1-u))^(-3/4 : ℝ)*(t*u)^(-3/4 : ℝ)) = | |
| t^(1/4 : ℝ)*(u^(-3/4 : ℝ)*(1-u)^(-3/4 : ℝ)) := by | |
| rw [Real.mul_rpow ht.le (sub_pos.mpr hu1).le, Real.mul_rpow ht.le hu.le] | |
| have hprod : t^(3/4 : ℝ)*t*t^(-3/4 : ℝ)*t^(-3/4 : ℝ) = t^(1/4 : ℝ) := by | |
| calc | |
| _ = t^(3/4 : ℝ)*t^(1 : ℝ)*t^(-3/4 : ℝ)*t^(-3/4 : ℝ) := by rw [Real.rpow_one] | |
| _ = t^((3/4:ℝ)+1+(-3/4)+(-3/4)) := by rw [Real.rpow_add ht, Real.rpow_add ht, Real.rpow_add ht] | |
| _ = _ := by norm_num | |
| calc | |
| _ = (t^(3/4 : ℝ)*t*t^(-3/4 : ℝ)*t^(-3/4 : ℝ))* | |
| (u^(-3/4 : ℝ)*(1-u)^(-3/4 : ℝ)) := by ring | |
| _ = _ := by rw [hprod] | |
| omit hC hN in | |
| lemma value_eq_volterra (j : Time T →ᵇ E) (t : Time T) : | |
| value N j t = t.val^(3/4 : ℝ) • | |
| ∫ r in 0..t.val, kernel N t r (unweighted j r) := by | |
| let F : ℝ → E := fun r => kernel N t r (unweighted j r) | |
| have hc := intervalIntegral.smul_integral_comp_mul_left (a := 0) (b := 1) F t.val | |
| simp only [mul_zero, mul_one] at hc | |
| change value N j t = t.val^(3/4 : ℝ) • ∫ r in 0..t.val, F r | |
| rw [← hc, intervalIntegral.integral_of_le (by norm_num : (0:ℝ) ≤ 1), | |
| integral_Ioc_eq_integral_Ioo, ← integral_subtype measurableSet_Ioo] | |
| rw [← integral_smul, ← integral_smul] | |
| unfold value | |
| rw [← integral_smul] | |
| apply integral_congr_ae | |
| apply Eventually.of_forall | |
| intro u | |
| dsimp [F] | |
| rw [kernel_lag, unweighted_lag, smul_apply, ContinuousLinearMap.map_smul_of_tower] | |
| simp only [data, smul_smul] | |
| congr 1 | |
| simpa only [weight, mul_assoc] using | |
| (rescaling_scalar t.val u.val t.property.1 u.property.1 u.property.2).symm | |
| omit hC hN in | |
| lemma unweighted_at_time (j : Time T →ᵇ E) (t : Time T) : | |
| unweighted j t.val = t.val^(-3/4 : ℝ) • j t := by | |
| rw [unweighted, dite_eq_left t.property] | |
| omit hC hN in | |
| lemma kernel_unweighted_lag (j : Time T →ᵇ E) (t : Time T) (u : UnitTime) : | |
| kernel N t (t.val*u.val) (unweighted j (t.val*u.val)) = | |
| (t.val^(-3/4 : ℝ)*t.val^(-3/4 : ℝ)) • data N j t u := by | |
| rw [kernel_lag, unweighted_lag, smul_apply, ContinuousLinearMap.map_smul_of_tower] | |
| simp only [data, smul_smul] | |
| congr 1 | |
| rw [Real.mul_rpow t.property.1.le (sub_pos.mpr u.property.2).le, | |
| Real.mul_rpow t.property.1.le u.property.1.le, weight] | |
| ring | |
| lemma intervalIntegrable_kernel_unweighted (j : Time T →ᵇ E) (t : Time T) : | |
| IntervalIntegrable (fun r => kernel N t r (unweighted j r)) volume 0 t.val := by | |
| have hi : Integrable (fun u : UnitTime => | |
| kernel N t (t.val*u.val) (unweighted j (t.val*u.val))) := by | |
| simp_rw [kernel_unweighted_lag] | |
| exact (integrable_data N C hC hN j t).smul _ | |
| have hs : IntegrableOn (fun u : ℝ => | |
| kernel N t (t.val*u) (unweighted j (t.val*u))) (Ioo 0 1) := | |
| (integrableOn_iff_comap_subtypeVal measurableSet_Ioo).mpr hi | |
| have hii := (intervalIntegrable_iff_integrableOn_Ioo_of_le (by norm_num : (0:ℝ) ≤ 1)).mpr hs | |
| apply (IntervalIntegrable.comp_mul_left_iff (a := 0) (b := t.val) t.property.1.ne').mp | |
| simpa only [zero_div, div_self t.property.1.ne'] using hii | |
| lemma unweighted_solves (hT : 0 ≤ T) (g j : Time T →ᵇ E) | |
| (hj : j+operator N C hC hN hT j=g) (t : Time T) : | |
| unweighted j t.val + ∫ r in 0..t.val, kernel N t r (unweighted j r) = | |
| unweighted g t.val := by | |
| have ht : t.val^(-3/4 : ℝ)*t.val^(3/4 : ℝ)=1 := by | |
| rw [← Real.rpow_add t.property.1] | |
| norm_num | |
| have he : j t+value N j t=g t := congrArg (fun k : Time T →ᵇ E => k t) hj | |
| rw [unweighted_at_time, unweighted_at_time] | |
| calc | |
| _ = t.val^(-3/4 : ℝ) • (j t+value N j t) := by | |
| rw [smul_add, value_eq_volterra, smul_smul, ht, one_smul] | |
| _ = _ := by rw [he] | |
| theorem exists_unweighted_solution [CompleteSpace E] (hT : 0 ≤ T) | |
| (hsmall : T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C < 1) | |
| (g : Time T →ᵇ E) : | |
| ∃ j : Time T →ᵇ E, | |
| (∀ t : Time T, IntervalIntegrable (fun r => kernel N t r (unweighted j r)) volume 0 t.val) ∧ | |
| (∀ t : Time T, unweighted j t.val + | |
| ∫ r in 0..t.val, kernel N t r (unweighted j r) = unweighted g t.val) ∧ | |
| (∀ t : Time T, ‖unweighted j t.val‖ ≤ t.val^(-3/4 : ℝ) * | |
| (‖g‖/(1-T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C))) := by | |
| obtain ⟨j,hj,_⟩ := exists_unique_solution N C hC hN hT hsmall g | |
| refine ⟨j, intervalIntegrable_kernel_unweighted N C hC hN j, | |
| unweighted_solves N C hC hN hT g j hj, fun t => ?_⟩ | |
| rw [unweighted_at_time, norm_smul, Real.norm_eq_abs, | |
| abs_of_nonneg (Real.rpow_nonneg t.property.1.le _)] | |
| exact mul_le_mul_of_nonneg_left | |
| ((j.norm_coe_le_norm t).trans (norm_solution_le N C hC hN hT hsmall g j hj)) | |
| (Real.rpow_nonneg t.property.1.le _) | |
| end StrongWeightedVolterra | |
| open Set Filter | |
| open scoped Topology | |
| namespace ParabolicRadius | |
| def radius (q : ℝ) : ℝ := q^(1/4 : ℝ) | |
| lemma pos {q : ℝ} (hq : 0 < q) : 0 < radius q := Real.rpow_pos_of_pos hq _ | |
| lemma nonneg {q : ℝ} (hq : 0 ≤ q) : 0 ≤ radius q := Real.rpow_nonneg hq _ | |
| lemma pow_four {q : ℝ} (hq : 0 ≤ q) : radius q ^ 4 = q := by | |
| rw [radius, ← Real.rpow_natCast, ← Real.rpow_mul hq] | |
| norm_num | |
| lemma pow_three {q : ℝ} (hq : 0 ≤ q) : radius q ^ 3 = q^(3/4 : ℝ) := by | |
| rw [radius, ← Real.rpow_natCast, ← Real.rpow_mul hq] | |
| norm_num | |
| lemma inv_pow_three {q : ℝ} (hq : 0 ≤ q) : (radius q)⁻¹ ^ 3 = q^(-3/4 : ℝ) := by | |
| rw [inv_pow, pow_three hq, ← Real.rpow_neg hq] | |
| congr 1 | |
| norm_num | |
| lemma le_one {q : ℝ} (hq : 0 ≤ q) (hq1 : q ≤ 1) : radius q ≤ 1 := | |
| Real.rpow_le_one hq hq1 (by positivity) | |
| lemma continuous_comp {X : Type*} [TopologicalSpace X] (q : X → ℝ) | |
| (hq : Continuous q) : Continuous (fun x => radius (q x)) := | |
| hq.rpow_const (fun _ => Or.inr (by positivity)) | |
| lemma normalized_cancel {q : ℝ} (hq : 0 < q) : | |
| q^(-3/4 : ℝ)*radius q^3=1 := by | |
| rw [pow_three hq.le, ← Real.rpow_add hq] | |
| norm_num | |
| end ParabolicRadius | |
| namespace ParametrixVolterra | |
| section Slab | |
| open scoped ZeroAtInfty BoundedContinuousFunction | |
| open FrozenParametrix C0Convolution | |
| open StrongWeightedVolterra | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {T α β : ℝ} | |
| abbrev Slab (T : ℝ) := Icc (0 : ℝ) T | |
| def now (t : Time T) : Slab T := ⟨t.val,t.property.1.le,t.property.2⟩ | |
| def before (p : Time T × UnitTime) : Slab T := now (lag p.1 p.2) | |
| def elapsed (p : Time T × UnitTime) : ℝ := p.1.val*(1-p.2.val) | |
| lemma continuous_now : Continuous (now : Time T → Slab T) := continuous_subtype_val.subtype_mk _ | |
| lemma continuous_before : Continuous (before : Time T × UnitTime → Slab T) := | |
| continuous_now.comp continuous_lag | |
| lemma continuous_elapsed : Continuous (elapsed : Time T × UnitTime → ℝ) := by | |
| unfold elapsed | |
| fun_prop | |
| lemma elapsed_pos (p : Time T × UnitTime) : 0 < elapsed p := | |
| mul_pos p.1.property.1 (sub_pos.mpr p.2.property.2) | |
| lemma elapsed_le (p : Time T × UnitTime) : elapsed p ≤ T := by | |
| have hu : 1-p.2.val ≤ 1 := by linarith [p.2.property.1] | |
| exact (mul_le_of_le_one_right p.1.property.1.le hu).trans p.1.property.2 | |
| lemma elapsed_eq_sub (p : Time T × UnitTime) : elapsed p = (now p.1).val-(before p).val := by | |
| dsimp [elapsed, now, before, lag] | |
| ring | |
| variable (hα : 0 < α) (A : C(Slab T, V →ᵇ Icc α β)) (b : C(Slab T, V →ᵇ ℂ)) | |
| def actualResidual (t : Time T) (s : Slab T) : C₀(V,ℂ) →L[ℂ] C₀(V,ℂ) := | |
| fullResidualCLM hα (A s).toContinuousMap (A (now t)).toContinuousMap (b (now t)) | |
| (ParabolicRadius.radius (t.val-s.val)) | |
| def normalized (p : Time T × UnitTime) : C₀(V,ℂ) →L[ℂ] C₀(V,ℂ) := | |
| ParabolicRadius.radius (elapsed p)^3 • actualResidual hα A b p.1 (before p) | |
| lemma continuous_actualResidual_before (f : C₀(V,ℂ)) : | |
| Continuous (fun p : Time T × UnitTime => actualResidual hα A b p.1 (before p) f) := by | |
| have he (p : Time T × UnitTime) : p.1.val-(before p).val=elapsed p := (elapsed_eq_sub p).symm | |
| unfold actualResidual | |
| simp_rw [he] | |
| apply continuous_fullResidualCLM_apply hα | |
| (fun p => A (before p)) (fun p => A (now p.1)) (fun p => b (now p.1)) | |
| (fun p => ParabolicRadius.radius (elapsed p)) | |
| (A.continuous.comp continuous_before) (A.continuous.comp (continuous_now.comp continuous_fst)) | |
| (b.continuous.comp (continuous_now.comp continuous_fst)) | |
| (ParabolicRadius.continuous_comp _ continuous_elapsed) | |
| exact fun p => (ParabolicRadius.pos (elapsed_pos p)).ne' | |
| lemma continuous_normalized_apply (f : C₀(V,ℂ)) : | |
| Continuous (fun p : Time T × UnitTime => normalized hα A b p f) := by | |
| change Continuous (fun p => ParabolicRadius.radius (elapsed p)^3 • actualResidual hα A b p.1 (before p) f) | |
| exact ((ParabolicRadius.continuous_comp _ continuous_elapsed).pow 3).smul | |
| (continuous_actualResidual_before hα A b f) | |
| lemma exists_normalized_bound (hT : T ≤ 1) (L B : ℝ) (hL : 0 ≤ L) (hB : 0 ≤ B) | |
| (hb : ∀ s, ‖b s‖ ≤ B) | |
| (hLip : ∀ s r : Slab T, ∀ x z : V, | |
| |(A s x).val-(A r z).val| ≤ L*(‖x-z‖+|s.val-r.val|)) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ p : Time T × UnitTime, ‖normalized hα A b p‖ ≤ C := by | |
| obtain ⟨C,hC,hbound⟩ := exists_uniform_fullResidual_bound (V := V) α β hα L B hL hB | |
| refine ⟨C,hC,fun p => ?_⟩ | |
| let r := ParabolicRadius.radius (elapsed p) | |
| have hr : 0 < r := ParabolicRadius.pos (elapsed_pos p) | |
| have hr1 : r ≤ 1 := ParabolicRadius.le_one (elapsed_pos p).le ((elapsed_le p).trans hT) | |
| have hgap : |(now p.1).val-(before p).val| = r^4 := by | |
| rw [← elapsed_eq_sub, abs_of_pos (elapsed_pos p), ParabolicRadius.pow_four (elapsed_pos p).le] | |
| have hR : ‖actualResidual hα A b p.1 (before p)‖ ≤ C*(r⁻¹)^3 := by | |
| unfold actualResidual | |
| rw [show p.1.val-(before p).val = elapsed p from (elapsed_eq_sub p).symm] | |
| apply hbound _ _ _ r hr hr1 (hb _) | |
| intro x z | |
| simpa only [hgap, BoundedContinuousFunction.coe_toContinuousMap] using hLip (now p.1) (before p) x z | |
| apply ContinuousLinearMap.opNorm_le_bound _ hC | |
| intro f | |
| change ‖r^3 • actualResidual hα A b p.1 (before p) f‖ ≤ C*‖f‖ | |
| rw [norm_smul, Real.norm_eq_abs, abs_of_nonneg (pow_nonneg hr.le _)] | |
| calc | |
| _ ≤ r^3*(C*(r⁻¹)^3*‖f‖) := mul_le_mul_of_nonneg_left | |
| ((actualResidual hα A b p.1 (before p)).le_opNorm f |>.trans | |
| (mul_le_mul_of_nonneg_right hR (norm_nonneg f))) (pow_nonneg hr.le _) | |
| _ = C*‖f‖ := by field_simp | |
| theorem exists_correction (hT₀ : 0 ≤ T) (hT : T ≤ 1) (L B : ℝ) (hL : 0 ≤ L) (hB : 0 ≤ B) | |
| (hb : ∀ s, ‖b s‖ ≤ B) | |
| (hLip : ∀ s r : Slab T, ∀ x z : V, | |
| |(A s x).val-(A r z).val| ≤ L*(‖x-z‖+|s.val-r.val|)) : | |
| ∃ C : ℝ, 0 ≤ C ∧ | |
| (T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*C < 1 → | |
| ∀ g : Time T →ᵇ C₀(V,ℂ), ∃ j : Time T →ᵇ C₀(V,ℂ), | |
| ∀ t : Time T, j t + | |
| t.val^(1/4 : ℝ) • ∫ u : UnitTime, | |
| weight u • normalized hα A b (t,u) (j (lag t u)) = g t) := by | |
| obtain ⟨C,hC,hbound⟩ := exists_normalized_bound hα A b hT L B hL hB hb hLip | |
| refine ⟨C,hC,fun hsmall g => ?_⟩ | |
| let N : Kernel T C₀(V,ℂ) := Kernel.ofStrong (normalized hα A b) | |
| (continuous_normalized_apply hα A b) C hC hbound | |
| obtain ⟨j,hj,_⟩ := exists_unique_solution N C hC hbound hT₀ hsmall g | |
| refine ⟨j,fun t => ?_⟩ | |
| exact congrArg (fun f : Time T →ᵇ C₀(V,ℂ) => f t) hj | |
| lemma exists_actualResidual_bound (hT : T ≤ 1) (L B : ℝ) (hL : 0 ≤ L) (hB : 0 ≤ B) | |
| (hb : ∀ s, ‖b s‖ ≤ B) | |
| (hLip : ∀ s r : Slab T, ∀ x z : V, | |
| |(A s x).val-(A r z).val| ≤ L*(‖x-z‖+|s.val-r.val|)) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ (t : Time T) (s : Slab T), s.val<t.val → | |
| ‖actualResidual hα A b t s‖ ≤ C*(t.val-s.val)^(-3/4 : ℝ) := by | |
| obtain ⟨C,hC,hbound⟩ := exists_uniform_fullResidual_bound (V := V) α β hα L B hL hB | |
| refine ⟨C,hC,fun t s hst => ?_⟩ | |
| have hq : 0 < t.val-s.val := sub_pos.mpr hst | |
| have hq1 : t.val-s.val ≤ 1 := by linarith [t.property.2, s.property.1] | |
| have he : |(now t).val-s.val| = ParabolicRadius.radius (t.val-s.val)^4 := by | |
| rw [ParabolicRadius.pow_four hq.le] | |
| exact abs_of_pos hq | |
| unfold actualResidual | |
| rw [← ParabolicRadius.inv_pow_three hq.le] | |
| apply hbound _ _ _ _ (ParabolicRadius.pos hq) (ParabolicRadius.le_one hq.le hq1) (hb _) | |
| intro x z | |
| simpa only [he, BoundedContinuousFunction.coe_toContinuousMap] using hLip (now t) s x z | |
| def initial (hT₀ : 0 ≤ T) : Slab T := ⟨0,le_rfl,hT₀⟩ | |
| lemma continuous_initialResidual (hT₀ : 0 ≤ T) (d : C₀(V,ℂ)) : | |
| Continuous (fun t : Time T => actualResidual hα A b t (initial hT₀) d) := by | |
| unfold actualResidual initial | |
| simp only [sub_zero] | |
| apply continuous_fullResidualCLM_apply hα | |
| (fun _ => A ⟨0,le_rfl,hT₀⟩) (fun t => A (now t)) (fun t => b (now t)) | |
| (fun t => ParabolicRadius.radius t.val) | |
| continuous_const (A.continuous.comp continuous_now) (b.continuous.comp continuous_now) | |
| (ParabolicRadius.continuous_comp _ continuous_subtype_val) | |
| exact fun t => (ParabolicRadius.pos t.property.1).ne' | |
| def sourceRHS (hT₀ : 0 ≤ T) (d : C₀(V,ℂ)) (l : Time T →ᵇ C₀(V,ℂ)) (t : Time T) : C₀(V,ℂ) := | |
| t.val^(3/4 : ℝ) • (l t-actualResidual hα A b t (initial hT₀) d) | |
| lemma continuous_sourceRHS (hT₀ : 0 ≤ T) (d : C₀(V,ℂ)) (l : Time T →ᵇ C₀(V,ℂ)) : | |
| Continuous (sourceRHS hα A b hT₀ d l) := | |
| (continuous_subtype_val.rpow_const (fun t => Or.inl t.property.1.ne')).smul | |
| (l.continuous.sub (continuous_initialResidual hα A b hT₀ d)) | |
| lemma norm_sourceRHS_le (hT₀ : 0 ≤ T) (hT : T ≤ 1) (C : ℝ) (_hC : 0 ≤ C) | |
| (hR : ∀ t : Time T, ‖actualResidual hα A b t (initial hT₀)‖ ≤ C*t.val^(-3/4 : ℝ)) | |
| (d : C₀(V,ℂ)) (l : Time T →ᵇ C₀(V,ℂ)) (t : Time T) : | |
| ‖sourceRHS hα A b hT₀ d l t‖ ≤ ‖l‖+C*‖d‖ := by | |
| have ht : 0 ≤ t.val^(3/4 : ℝ) := Real.rpow_nonneg t.property.1.le _ | |
| have ht1 : t.val^(3/4 : ℝ) ≤ 1 := Real.rpow_le_one t.property.1.le (t.property.2.trans hT) (by positivity) | |
| have hc : t.val^(3/4 : ℝ)*t.val^(-3/4 : ℝ)=1 := by | |
| rw [← Real.rpow_add t.property.1] | |
| norm_num | |
| rw [sourceRHS, norm_smul, Real.norm_eq_abs, abs_of_nonneg ht] | |
| calc | |
| _ ≤ t.val^(3/4 : ℝ)*(‖l‖+C*t.val^(-3/4 : ℝ)*‖d‖) := | |
| mul_le_mul_of_nonneg_left ((norm_sub_le _ _).trans <| | |
| add_le_add (l.norm_coe_le_norm t) ((actualResidual hα A b t (initial hT₀)).le_opNorm d |>.trans | |
| (mul_le_mul_of_nonneg_right (hR t) (norm_nonneg d)))) ht | |
| _ = t.val^(3/4 : ℝ)*‖l‖+C*‖d‖*(t.val^(3/4 : ℝ)*t.val^(-3/4 : ℝ)) := by ring | |
| _ = t.val^(3/4 : ℝ)*‖l‖+C*‖d‖ := by rw [hc,mul_one] | |
| _ ≤ ‖l‖+C*‖d‖ := add_le_add (mul_le_of_le_one_left (norm_nonneg l) ht1) le_rfl | |
| def weightedSource (hT₀ : 0 ≤ T) (hT : T ≤ 1) (C : ℝ) (hC : 0 ≤ C) | |
| (hR : ∀ t : Time T, ‖actualResidual hα A b t (initial hT₀)‖ ≤ C*t.val^(-3/4 : ℝ)) | |
| (d : C₀(V,ℂ)) (l : Time T →ᵇ C₀(V,ℂ)) : Time T →ᵇ C₀(V,ℂ) := | |
| .mkOfBound ⟨sourceRHS hα A b hT₀ d l, continuous_sourceRHS hα A b hT₀ d l⟩ | |
| (2*(‖l‖+C*‖d‖)) (by | |
| intro t s | |
| exact (dist_le_norm_add_norm _ _).trans <| by | |
| dsimp | |
| linarith [norm_sourceRHS_le hα A b hT₀ hT C hC hR d l t, | |
| norm_sourceRHS_le hα A b hT₀ hT C hC hR d l s]) | |
| lemma unweighted_weightedSource (hT₀ : 0 ≤ T) (hT : T ≤ 1) (C : ℝ) (hC : 0 ≤ C) | |
| (hR : ∀ t : Time T, ‖actualResidual hα A b t (initial hT₀)‖ ≤ C*t.val^(-3/4 : ℝ)) | |
| (d : C₀(V,ℂ)) (l : Time T →ᵇ C₀(V,ℂ)) (t : Time T) : | |
| unweighted (weightedSource hα A b hT₀ hT C hC hR d l) t.val = | |
| l t-actualResidual hα A b t (initial hT₀) d := by | |
| rw [unweighted_at_time] | |
| change t.val^(-3/4 : ℝ) • (t.val^(3/4 : ℝ) • | |
| (l t-actualResidual hα A b t (initial hT₀) d)) = _ | |
| rw [smul_smul, ← Real.rpow_add t.property.1] | |
| norm_num | |
| def residualKernel (hT₀ : 0 ≤ T) (t : Time T) (r : ℝ) : C₀(V,ℂ) →L[ℂ] C₀(V,ℂ) := | |
| if r ∈ Ioo 0 t.val then actualResidual hα A b t (projIcc 0 T hT₀ r) else 0 | |
| lemma elapsed_normalizedArg (t : Time T) (r : ℝ) (hr : r ∈ Ioo 0 t.val) : | |
| elapsed (t,normalizedArg t r hr) = t.val-r := by | |
| dsimp [elapsed, normalizedArg] | |
| field_simp [t.property.1.ne'] | |
| lemma before_normalizedArg (hT₀ : 0 ≤ T) (t : Time T) (r : ℝ) (hr : r ∈ Ioo 0 t.val) : | |
| before (t,normalizedArg t r hr) = projIcc 0 T hT₀ r := by | |
| have hmem : r ∈ Icc 0 T := ⟨hr.1.le,hr.2.le.trans t.property.2⟩ | |
| rw [projIcc_of_mem hT₀ hmem] | |
| apply Subtype.ext | |
| dsimp [before,now,lag,normalizedArg] | |
| field_simp [t.property.1.ne'] | |
| lemma kernel_eq_residualKernel (hT₀ : 0 ≤ T) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p : Time T × UnitTime, ‖normalized hα A b p‖ ≤ C) (t : Time T) (r : ℝ) : | |
| kernel (Kernel.ofStrong (normalized hα A b) (continuous_normalized_apply hα A b) C hC hN) t r = | |
| residualKernel hα A b hT₀ t r := by | |
| classical | |
| by_cases hr : r ∈ Ioo 0 t.val | |
| · rw [kernel,dite_eq_left hr,residualKernel,ite_eq_left hr] | |
| change (t.val-r)^(-3/4 : ℝ) • | |
| (ParabolicRadius.radius (elapsed (t,normalizedArg t r hr))^3 • | |
| actualResidual hα A b t (before (t,normalizedArg t r hr))) = _ | |
| rw [elapsed_normalizedArg,before_normalizedArg hT₀] | |
| apply ContinuousLinearMap.ext | |
| intro f | |
| change (t.val-r)^(-3/4 : ℝ) • (ParabolicRadius.radius (t.val-r)^3 • | |
| actualResidual hα A b t (projIcc 0 T hT₀ r) f) = _ | |
| rw [smul_smul,ParabolicRadius.normalized_cancel (sub_pos.mpr hr.2),one_smul] | |
| · simp only [kernel,dite_eq_right hr,residualKernel,ite_eq_right hr] | |
| end Slab | |
| open scoped ZeroAtInfty BoundedContinuousFunction | |
| open FrozenParametrix C0Convolution StrongWeightedVolterra | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {T α β : ℝ} | |
| theorem exists_parametrix_correction (hα : 0 < α) | |
| (A : C(Slab T, V →ᵇ Icc α β)) (b : C(Slab T, V →ᵇ ℂ)) | |
| (hT₀ : 0 ≤ T) (hT : T ≤ 1) (L B : ℝ) (hL : 0 ≤ L) (hB : 0 ≤ B) | |
| (hb : ∀ s, ‖b s‖ ≤ B) | |
| (hLip : ∀ s r : Slab T, ∀ x z : V, | |
| |(A s x).val-(A r z).val| ≤ L*(‖x-z‖+|s.val-r.val|)) : | |
| ∃ C D : ℝ, 0 ≤ C ∧ 0 ≤ D ∧ | |
| (T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*D < 1 → | |
| ∀ (d : C₀(V,ℂ)) (l : Time T →ᵇ C₀(V,ℂ)), ∃ j : Time T →ᵇ C₀(V,ℂ), | |
| (∀ t : Time T, IntervalIntegrable | |
| (fun r => residualKernel hα A b hT₀ t r (unweighted j r)) volume 0 t.val) ∧ | |
| (∀ t : Time T, unweighted j t.val + ∫ r in 0..t.val, | |
| residualKernel hα A b hT₀ t r (unweighted j r) = | |
| l t-actualResidual hα A b t (initial hT₀) d) ∧ | |
| (∀ t : Time T, ‖unweighted j t.val‖ ≤ t.val^(-3/4 : ℝ) * | |
| ((‖l‖+C*‖d‖)/(1-T^(1/4 : ℝ)*(∫ u : UnitTime, weight u)*D)))) := by | |
| obtain ⟨C,hC,hR⟩ := exists_actualResidual_bound hα A b hT L B hL hB hb hLip | |
| obtain ⟨D,hD,hN⟩ := exists_normalized_bound hα A b hT L B hL hB hb hLip | |
| have hR₀ : ∀ t : Time T, ‖actualResidual hα A b t (initial hT₀)‖ ≤ C*t.val^(-3/4 : ℝ) := by | |
| intro t | |
| simpa only [initial, sub_zero] using hR t (initial hT₀) t.property.1 | |
| refine ⟨C,D,hC,hD,fun hsmall d l => ?_⟩ | |
| let N : Kernel T C₀(V,ℂ) := Kernel.ofStrong (normalized hα A b) | |
| (continuous_normalized_apply hα A b) D hD hN | |
| let g := weightedSource hα A b hT₀ hT C hC hR₀ d l | |
| obtain ⟨j,hi,hj,hbound⟩ := exists_unweighted_solution N D hD hN hT₀ hsmall g | |
| have he : ∀ t r, kernel N t r = residualKernel hα A b hT₀ t r := | |
| kernel_eq_residualKernel hα A b hT₀ D hD hN | |
| simp_rw [he] at hi hj | |
| have hg : ∀ t : Time T, unweighted g t.val = l t-actualResidual hα A b t (initial hT₀) d := | |
| unweighted_weightedSource hα A b hT₀ hT C hC hR₀ d l | |
| simp_rw [hg] at hj | |
| refine ⟨j,hi,hj,fun t => (hbound t).trans ?_⟩ | |
| have hgnorm : ‖g‖ ≤ ‖l‖+C*‖d‖ := by | |
| apply (BoundedContinuousFunction.norm_le (by positivity)).mpr | |
| exact norm_sourceRHS_le hα A b hT₀ hT C hC hR₀ d l | |
| exact mul_le_mul_of_nonneg_left | |
| (div_le_div_of_nonneg_right hgnorm (by linarith)) (Real.rpow_nonneg t.property.1.le _) | |
| end ParametrixVolterra | |
| namespace MildVolterra | |
| open StrongWeightedVolterra | |
| def massWeight (u : UnitTime) : ℝ := u.val^(-3/4 : ℝ) | |
| lemma massWeight_nonneg (u : UnitTime) : 0 ≤ massWeight u := Real.rpow_nonneg u.property.1.le _ | |
| lemma continuous_massWeight : Continuous massWeight := | |
| continuous_subtype_val.rpow_const (fun u => Or.inl u.property.1.ne') | |
| lemma integrable_massWeight : Integrable massWeight := by | |
| have hi := (intervalIntegral.intervalIntegrable_rpow' (a := 0) (b := 1) | |
| (r := (-3/4 : ℝ)) (by norm_num)).1.mono_set Ioo_subset_Ioc_self | |
| exact (integrableOn_iff_comap_subtypeVal measurableSet_Ioo).mp hi | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℂ E] | |
| variable {T : ℝ} | |
| variable (K : Kernel T E) (C : ℝ) (hC : 0 ≤ C) (hK : ∀ p, ‖K p‖ ≤ C) | |
| def data (j : Time T →ᵇ E) (t : Time T) (u : UnitTime) : E := | |
| massWeight u • K (t,u) (j (lag t u)) | |
| lemma continuous_data (j : Time T →ᵇ E) : | |
| Continuous (fun p : Time T × UnitTime => data K j p.1 p.2) := by | |
| exact (continuous_massWeight.comp continuous_snd).smul | |
| (K.continuous_apply.comp (continuous_id.prodMk (j.continuous.comp continuous_lag))) | |
| include hC hK | |
| lemma norm_data_le (j : Time T →ᵇ E) (t : Time T) (u : UnitTime) : | |
| ‖data K j t u‖ ≤ massWeight u*(C*‖j‖) := by | |
| rw [data,norm_smul,Real.norm_eq_abs,abs_of_nonneg (massWeight_nonneg u)] | |
| apply mul_le_mul_of_nonneg_left _ (massWeight_nonneg u) | |
| exact (K (t,u)).le_opNorm _ |>.trans | |
| (mul_le_mul (hK _) (j.norm_coe_le_norm _) (norm_nonneg _) hC) | |
| lemma integrable_data (j : Time T →ᵇ E) (t : Time T) : Integrable (data K j t) := | |
| (integrable_massWeight.mul_const (C*‖j‖)).mono' | |
| ((continuous_data K j).comp (continuous_const.prodMk continuous_id)).aestronglyMeasurable | |
| (Eventually.of_forall (norm_data_le K C hC hK j t)) | |
| lemma continuous_integral_data (j : Time T →ᵇ E) : | |
| Continuous (fun t => ∫ u : UnitTime, data K j t u) := by | |
| apply continuous_of_dominated | |
| (fun t => (integrable_data K C hC hK j t).aestronglyMeasurable) | |
| (fun t => Eventually.of_forall (norm_data_le K C hC hK j t)) | |
| (integrable_massWeight.mul_const (C*‖j‖)) | |
| exact Eventually.of_forall (fun u => | |
| (continuous_data K j).comp (continuous_id.prodMk continuous_const)) | |
| lemma norm_integral_data_le (j : Time T →ᵇ E) (t : Time T) : | |
| ‖∫ u : UnitTime, data K j t u‖ ≤ (∫ u : UnitTime, massWeight u)*C*‖j‖ := by | |
| calc | |
| _ ≤ ∫ u : UnitTime, massWeight u*(C*‖j‖) := | |
| norm_integral_le_of_norm_le (integrable_massWeight.mul_const _) <| | |
| Eventually.of_forall (norm_data_le K C hC hK j t) | |
| _ = _ := by rw [integral_mul_const]; ring | |
| omit hC hK in | |
| def value (j : Time T →ᵇ E) (t : Time T) : E := | |
| t.val^(1/4 : ℝ) • ∫ u : UnitTime, data K j t u | |
| lemma continuous_value (j : Time T →ᵇ E) : Continuous (value K j) := | |
| (continuous_subtype_val.rpow_const (fun t => Or.inl t.property.1.ne')).smul | |
| (continuous_integral_data K C hC hK j) | |
| lemma norm_value_le (j : Time T →ᵇ E) (t : Time T) : | |
| ‖value K j t‖ ≤ t.val^(1/4 : ℝ)*((∫ u : UnitTime, massWeight u)*C*‖j‖) := by | |
| rw [value,norm_smul,Real.norm_eq_abs,abs_of_nonneg (Real.rpow_nonneg t.property.1.le _)] | |
| exact mul_le_mul_of_nonneg_left (norm_integral_data_le K C hC hK j t) | |
| (Real.rpow_nonneg t.property.1.le _) | |
| lemma tendsto_value_zero (j : Time T →ᵇ E) : | |
| Tendsto (value K j) (comap Subtype.val (𝓝[>] (0 : ℝ))) (𝓝 0) := by | |
| apply tendsto_zero_iff_norm_tendsto_zero.mpr | |
| apply squeeze_zero (fun t => norm_nonneg _) (norm_value_le K C hC hK j) | |
| have ht : Tendsto (fun t : Time T => t.val) (comap Subtype.val (𝓝[>] (0 : ℝ))) (𝓝 0) := | |
| tendsto_comap.mono_right nhdsWithin_le_nhds | |
| have hp := (Real.continuous_rpow_const (by norm_num : (0:ℝ) ≤ 1/4)).continuousAt.tendsto.comp ht | |
| simpa using hp.mul_const ((∫ u : UnitTime, massWeight u)*C*‖j‖) | |
| omit hC hK in | |
| def rawKernel (t : Time T) (r : ℝ) : E →L[ℂ] E := | |
| if hr : r ∈ Ioo 0 t.val then K (t,normalizedArg t r hr) else 0 | |
| omit hC hK in | |
| lemma rawKernel_lag (t : Time T) (u : UnitTime) : | |
| rawKernel K t (t.val*u.val) = K (t,u) := by | |
| have hr : t.val*u.val ∈ Ioo 0 t.val := | |
| ⟨mul_pos t.property.1 u.property.1, mul_lt_of_lt_one_right t.property.1 u.property.2⟩ | |
| rw [rawKernel,dite_eq_left hr,normalizedArg_lag] | |
| omit hC hK in | |
| lemma rescaling_scalar (t u : ℝ) (ht : 0 < t) (hu : 0 < u) : | |
| t*(t*u)^(-3/4 : ℝ) = t^(1/4 : ℝ)*u^(-3/4 : ℝ) := by | |
| rw [Real.mul_rpow ht.le hu.le] | |
| have he : t*t^(-3/4 : ℝ) = t^(1/4 : ℝ) := by | |
| calc | |
| _ = t^(1 : ℝ)*t^(-3/4 : ℝ) := by rw [Real.rpow_one] | |
| _ = t^((1:ℝ)+(-3/4)) := (Real.rpow_add ht _ _).symm | |
| _ = _ := by norm_num | |
| rw [← mul_assoc,he] | |
| omit hC hK in | |
| lemma value_eq_integral (j : Time T →ᵇ E) (t : Time T) : | |
| value K j t = ∫ r in 0..t.val, rawKernel K t r (unweighted j r) := by | |
| let F : ℝ → E := fun r => rawKernel K t r (unweighted j r) | |
| have hc := intervalIntegral.smul_integral_comp_mul_left (a := 0) (b := 1) F t.val | |
| simp only [mul_zero,mul_one] at hc | |
| change value K j t = ∫ r in 0..t.val, F r | |
| rw [← hc,intervalIntegral.integral_of_le (by norm_num : (0:ℝ) ≤ 1), | |
| integral_Ioc_eq_integral_Ioo,← integral_subtype measurableSet_Ioo,← integral_smul] | |
| unfold value | |
| rw [← integral_smul] | |
| apply integral_congr_ae | |
| apply Eventually.of_forall | |
| intro u | |
| dsimp [F] | |
| rw [rawKernel_lag,unweighted_lag,ContinuousLinearMap.map_smul_of_tower] | |
| simp only [data,smul_smul,massWeight] | |
| rw [rescaling_scalar t.val u.val t.property.1 u.property.1] | |
| omit hC hK in | |
| lemma rawKernel_unweighted_lag (j : Time T →ᵇ E) (t : Time T) (u : UnitTime) : | |
| rawKernel K t (t.val*u.val) (unweighted j (t.val*u.val)) = | |
| t.val^(-3/4 : ℝ) • data K j t u := by | |
| rw [rawKernel_lag,unweighted_lag,ContinuousLinearMap.map_smul_of_tower] | |
| simp only [data,smul_smul,massWeight] | |
| rw [Real.mul_rpow t.property.1.le u.property.1.le] | |
| lemma intervalIntegrable_rawKernel_unweighted (j : Time T →ᵇ E) (t : Time T) : | |
| IntervalIntegrable (fun r => rawKernel K t r (unweighted j r)) volume 0 t.val := by | |
| have hi : Integrable (fun u : UnitTime => | |
| rawKernel K t (t.val*u.val) (unweighted j (t.val*u.val))) := by | |
| simp_rw [rawKernel_unweighted_lag] | |
| exact (integrable_data K C hC hK j t).smul _ | |
| have hs : IntegrableOn (fun u : ℝ => | |
| rawKernel K t (t.val*u) (unweighted j (t.val*u))) (Ioo 0 1) := | |
| (integrableOn_iff_comap_subtypeVal measurableSet_Ioo).mpr hi | |
| have hii := (intervalIntegrable_iff_integrableOn_Ioo_of_le (by norm_num : (0:ℝ) ≤ 1)).mpr hs | |
| apply (IntervalIntegrable.comp_mul_left_iff (a := 0) (b := t.val) t.property.1.ne').mp | |
| simpa only [zero_div,div_self t.property.1.ne'] using hii | |
| end MildVolterra | |
| namespace ParametrixVolterra | |
| open scoped ZeroAtInfty BoundedContinuousFunction | |
| open FrozenParametrix C0Convolution StrongWeightedVolterra | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {T α β : ℝ} | |
| variable (hα : 0 < α) (A : C(Slab T, V →ᵇ Icc α β)) | |
| def actualFrozen (t : Time T) (s : Slab T) : C₀(V,ℂ) →L[ℂ] C₀(V,ℂ) := | |
| frozenCLM hα (A s).toContinuousMap (ParabolicRadius.radius (t.val-s.val)) | |
| lemma continuous_actualFrozen_before (d : C₀(V,ℂ)) : | |
| Continuous (fun p : Time T × UnitTime => actualFrozen hα A p.1 (before p) d) := by | |
| unfold actualFrozen | |
| simp_rw [show ∀ p : Time T × UnitTime, p.1.val-(before p).val=elapsed p from fun p => (elapsed_eq_sub p).symm] | |
| exact continuous_frozenOp_comp hα (fun p => A (before p)) | |
| (fun p => ParabolicRadius.radius (elapsed p)) (A.continuous.comp continuous_before) | |
| (ParabolicRadius.continuous_comp _ continuous_elapsed) d | |
| def frozenBound : ℝ := ∫ y : V, kernelMajorant α β hα y | |
| lemma frozenBound_nonneg : 0 ≤ frozenBound (V := V) (β := β) hα := | |
| integral_nonneg (kernelMajorant_spec α β hα).2.1 | |
| lemma norm_actualFrozen_le (t : Time T) (s : Slab T) : | |
| ‖actualFrozen hα A t s‖ ≤ frozenBound (V := V) (β := β) hα := | |
| norm_frozenCLM_le hα _ _ | |
| def mildKernel : Kernel T C₀(V,ℂ) := | |
| Kernel.ofStrong (fun p => actualFrozen hα A p.1 (before p)) | |
| (continuous_actualFrozen_before hα A) (frozenBound (V := V) (β := β) hα) | |
| (frozenBound_nonneg hα) (fun p => norm_actualFrozen_le hα A p.1 (before p)) | |
| lemma norm_mildKernel_le (p : Time T × UnitTime) : | |
| ‖mildKernel hα A p‖ ≤ frozenBound (V := V) (β := β) hα := | |
| norm_actualFrozen_le hα A p.1 (before p) | |
| lemma continuous_frozen_initial (hT₀ : 0 ≤ T) (d : C₀(V,ℂ)) : | |
| Continuous (fun t : Time T => actualFrozen hα A t (initial hT₀) d) := by | |
| change Continuous (fun t : Time T => frozenOp hα (A (initial hT₀)).toContinuousMap | |
| (ParabolicRadius.radius (t.val-0)) d) | |
| simp only [sub_zero] | |
| exact continuous_frozenOp_comp hα (fun _ : Time T => A (initial hT₀)) | |
| (fun t : Time T => ParabolicRadius.radius t.val) continuous_const | |
| (ParabolicRadius.continuous_comp _ continuous_subtype_val) d | |
| lemma tendsto_frozen_initial (hT₀ : 0 ≤ T) (d : C₀(V,ℂ)) : | |
| Tendsto (fun t : Time T => actualFrozen hα A t (initial hT₀) d) | |
| (comap Subtype.val (𝓝[>] (0 : ℝ))) (𝓝 d) := by | |
| have ht : Tendsto (fun t : Time T => t.val) (comap Subtype.val (𝓝[>] (0 : ℝ))) (𝓝 0) := | |
| tendsto_comap.mono_right nhdsWithin_le_nhds | |
| have hf : Continuous (fun q : ℝ => frozenOp hα (A (initial hT₀)).toContinuousMap (ParabolicRadius.radius q) d) := | |
| continuous_frozenOp_comp hα (fun _ => A (initial hT₀)) ParabolicRadius.radius continuous_const | |
| (ParabolicRadius.continuous_comp _ continuous_id) d | |
| have hz : frozenOp hα (A (initial hT₀)).toContinuousMap (ParabolicRadius.radius 0) d = d := by | |
| rw [show ParabolicRadius.radius 0 = 0 from Real.zero_rpow (by norm_num)] | |
| exact frozen_zero _ _ _ _ _ _ d | |
| change Tendsto (fun t : Time T => frozenOp hα (A (initial hT₀)).toContinuousMap | |
| (ParabolicRadius.radius (t.val-0)) d) _ (𝓝 d) | |
| simp only [sub_zero] | |
| have hout := (hf.tendsto 0).comp ht | |
| rw [hz] at hout | |
| exact hout | |
| def mild (hT₀ : 0 ≤ T) (d : C₀(V,ℂ)) (j : Time T →ᵇ C₀(V,ℂ)) (t : Time T) : C₀(V,ℂ) := | |
| actualFrozen hα A t (initial hT₀) d + MildVolterra.value (mildKernel hα A) j t | |
| lemma continuous_mild (hT₀ : 0 ≤ T) (d : C₀(V,ℂ)) (j : Time T →ᵇ C₀(V,ℂ)) : | |
| Continuous (mild hα A hT₀ d j) := | |
| (continuous_frozen_initial hα A hT₀ d).add | |
| (MildVolterra.continuous_value (mildKernel hα A) (frozenBound (V := V) (β := β) hα) | |
| (frozenBound_nonneg hα) (norm_mildKernel_le hα A) j) | |
| lemma tendsto_mild_initial (hT₀ : 0 ≤ T) (d : C₀(V,ℂ)) (j : Time T →ᵇ C₀(V,ℂ)) : | |
| Tendsto (mild hα A hT₀ d j) (comap Subtype.val (𝓝[>] (0 : ℝ))) (𝓝 d) := by | |
| have ht := (tendsto_frozen_initial hα A hT₀ d).add | |
| (MildVolterra.tendsto_value_zero (mildKernel hα A) (frozenBound (V := V) (β := β) hα) | |
| (frozenBound_nonneg hα) (norm_mildKernel_le hα A) j) | |
| unfold mild | |
| simpa only [add_zero] using ht | |
| def frozenRaw (hT₀ : 0 ≤ T) (t : Time T) (r : ℝ) : C₀(V,ℂ) →L[ℂ] C₀(V,ℂ) := | |
| if r ∈ Ioo 0 t.val then actualFrozen hα A t (projIcc 0 T hT₀ r) else 0 | |
| lemma rawKernel_eq_frozenRaw (hT₀ : 0 ≤ T) (t : Time T) (r : ℝ) : | |
| MildVolterra.rawKernel (mildKernel hα A) t r = frozenRaw hα A hT₀ t r := by | |
| classical | |
| by_cases hr : r ∈ Ioo 0 t.val | |
| · rw [MildVolterra.rawKernel,dite_eq_left hr,frozenRaw,ite_eq_left hr] | |
| change actualFrozen hα A t (before (t,normalizedArg t r hr)) = _ | |
| rw [before_normalizedArg hT₀] | |
| · simp only [MildVolterra.rawKernel,dite_eq_right hr,frozenRaw,ite_eq_right hr] | |
| lemma intervalIntegrable_frozenRaw (hT₀ : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) (t : Time T) : | |
| IntervalIntegrable (fun r => frozenRaw hα A hT₀ t r (unweighted j r)) volume 0 t.val := by | |
| simpa only [rawKernel_eq_frozenRaw hα A hT₀] using | |
| MildVolterra.intervalIntegrable_rawKernel_unweighted (mildKernel hα A) | |
| (frozenBound (V := V) (β := β) hα) (frozenBound_nonneg hα) (norm_mildKernel_le hα A) j t | |
| lemma mild_eq_integral (hT₀ : 0 ≤ T) (d : C₀(V,ℂ)) (j : Time T →ᵇ C₀(V,ℂ)) (t : Time T) : | |
| mild hα A hT₀ d j t = actualFrozen hα A t (initial hT₀) d + | |
| ∫ r in 0..t.val, frozenRaw hα A hT₀ t r (unweighted j r) := by | |
| rw [mild,MildVolterra.value_eq_integral] | |
| simp_rw [rawKernel_eq_frozenRaw hα A hT₀] | |
| end ParametrixVolterra | |
| open Set Filter MeasureTheory | |
| open scoped SchwartzMap Topology ContDiff BoundedContinuousFunction | |
| namespace ScaledSchwartzConvolution | |
| section ScaledDecay | |
| universe u | |
| variable {V E : Type u} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasureSpace V] [BorelSpace V] | |
| [Measure.IsAddHaarMeasure (volume : Measure V)] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| omit [FiniteDimensional ℝ V] [MeasureSpace V] [BorelSpace V] | |
| [Measure.IsAddHaarMeasure (volume : Measure V)] in | |
| lemma scaled_decay (g : SchwartzMap V E) (a b : ℝ) (ha : 0 < a) (K N : ℕ) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ c ∈ Icc a b, ∀ z, | |
| (1+‖z‖)^N * ‖(c⁻¹)^K • g (c⁻¹ • z)‖ ≤ C := by | |
| let M := max b 1 | |
| let D := 2^N * (Finset.Iic (N,0)).sup (fun i => SchwartzMap.seminorm ℝ i.1 i.2) g | |
| have hD : 0 ≤ D := by positivity | |
| have hM : 0 < M := lt_of_lt_of_le zero_lt_one (le_max_right _ _) | |
| have hdec (z : V) : (1+‖z‖)^N * ‖g z‖ ≤ D := by | |
| simpa only [norm_iteratedFDeriv_zero] using | |
| SchwartzMap.one_add_le_sup_seminorm_apply (𝕜 := ℝ) (m := (N,0)) le_rfl le_rfl g z | |
| refine ⟨(a⁻¹)^K*(M^N*D), by positivity, ?_⟩ | |
| intro c hc z | |
| have hcpos : 0 < c := ha.trans_le hc.1 | |
| have hcM : c ≤ M := hc.2.trans (le_max_left _ _) | |
| have hn : ‖z‖ = c * ‖c⁻¹ • z‖ := by | |
| rw [norm_smul, Real.norm_eq_abs, abs_of_pos (inv_pos.mpr hcpos), | |
| ← mul_assoc, mul_inv_cancel₀ hcpos.ne', one_mul] | |
| have hs : 1+‖z‖ ≤ M*(1+‖c⁻¹ • z‖) := by | |
| rw [hn, mul_add, mul_one] | |
| exact add_le_add (le_max_right b 1) (mul_le_mul_of_nonneg_right hcM (norm_nonneg _)) | |
| have hg : (1+‖z‖)^N * ‖g (c⁻¹ • z)‖ ≤ M^N*D := by | |
| calc | |
| _ ≤ (M*(1+‖c⁻¹ • z‖))^N * ‖g (c⁻¹ • z)‖ := by gcongr | |
| _ = M^N * ((1+‖c⁻¹ • z‖)^N * ‖g (c⁻¹ • z)‖) := by rw [mul_pow]; ring | |
| _ ≤ _ := mul_le_mul_of_nonneg_left (hdec _) (by positivity) | |
| rw [norm_smul, Real.norm_eq_abs, abs_of_nonneg (by positivity)] | |
| calc | |
| _ = (c⁻¹)^K * ((1+‖z‖)^N * ‖g (c⁻¹ • z)‖) := by ring | |
| _ ≤ (a⁻¹)^K * ((1+‖z‖)^N * ‖g (c⁻¹ • z)‖) := by gcongr; exact hc.1 | |
| _ ≤ _ := mul_le_mul_of_nonneg_left hg (by positivity) | |
| lemma shifted_majorant (g : SchwartzMap V E) (a b : ℝ) (ha : 0 < a) (K : ℕ) (x₀ : V) : | |
| ∃ B : V → ℝ, Integrable B ∧ ∀ c ∈ Icc a b, ∀ x ∈ Metric.ball x₀ 1, ∀ y, | |
| ‖(c⁻¹)^K • g (c⁻¹ • (x-y))‖ ≤ B y := by | |
| let N := Module.finrank ℝ V + 1 | |
| obtain ⟨C,hC,hdec⟩ := scaled_decay g a b ha K N | |
| refine ⟨fun y => (2^N*C)/(1+‖x₀-y‖)^N, ?_, ?_⟩ | |
| · have hi : Integrable (fun z : V => (1+‖z‖)^(-(N : ℝ))) := | |
| integrable_one_add_norm (by dsimp [N]; norm_num) | |
| simpa only [Real.rpow_neg (by positivity : (0:ℝ) ≤ 1+‖x₀-_‖), | |
| Real.rpow_natCast, div_eq_mul_inv] using (hi.comp_sub_left x₀).const_mul (2^N*C) | |
| · intro c hc x hx y | |
| have hd : ‖x₀-x‖ < 1 := by simpa only [Metric.mem_ball,dist_eq_norm,norm_sub_rev] using hx | |
| have hn : ‖x₀-y‖ ≤ ‖x₀-x‖ + ‖x-y‖ := by simpa only [sub_add_sub_cancel] using norm_add_le (x₀-x) (x-y) | |
| have hs : 1+‖x₀-y‖ ≤ 2*(1+‖x-y‖) := by nlinarith [norm_nonneg (x-y)] | |
| apply (le_div_iff₀ (by positivity)).mpr | |
| calc | |
| _ ≤ ‖(c⁻¹)^K • g (c⁻¹ • (x-y))‖ * (2*(1+‖x-y‖))^N := by gcongr | |
| _ = 2^N * ((1+‖x-y‖)^N * ‖(c⁻¹)^K • g (c⁻¹ • (x-y))‖) := by rw [mul_pow]; ring | |
| _ ≤ _ := mul_le_mul_of_nonneg_left (hdec c hc _) (by positivity) | |
| variable {A F : Type u} [NormedAddCommGroup A] [NormedSpace ℝ A] | |
| [NormedAddCommGroup F] [NormedSpace ℝ F] | |
| variable {a b : ℝ} (ha : 0 < a) (c : V → ℝ) (hc : Continuous c) (hcb : ∀ y, c y ∈ Icc a b) | |
| def value (L : A →L[ℝ] E →L[ℝ] F) (f : V →ᵇ A) (g : SchwartzMap V E) (K : ℕ) (x : V) : F := | |
| ∫ y, L (f y) ((c y)⁻¹^K • g ((c y)⁻¹ • (x-y))) | |
| include ha hc hcb | |
| lemma integrable_integrand (L : A →L[ℝ] E →L[ℝ] F) (f : V →ᵇ A) | |
| (g : SchwartzMap V E) (K : ℕ) (x : V) : | |
| Integrable (fun y => L (f y) ((c y)⁻¹^K • g ((c y)⁻¹ • (x-y)))) := by | |
| obtain ⟨B,hB,hbound⟩ := shifted_majorant g a b ha K x | |
| have hci : Continuous (fun y => (c y)⁻¹) := hc.inv₀ (fun y => (ha.trans_le (hcb y).1).ne') | |
| refine (hB.const_mul (‖L‖*‖f‖)).mono' ?_ (Eventually.of_forall fun y => ?_) | |
| · exact ((L.continuous.comp f.continuous).clm_apply | |
| ((hci.pow K).smul (g.continuous.comp (hci.smul (continuous_const.sub continuous_id))))).aestronglyMeasurable | |
| · exact (L.le_opNorm₂ _ _).trans <| mul_le_mul | |
| (mul_le_mul_of_nonneg_left (f.norm_coe_le_norm y) (norm_nonneg L)) | |
| (hbound (c y) (hcb y) x (Metric.mem_ball_self zero_lt_one) y) | |
| (norm_nonneg _) (by positivity) | |
| lemma hasFDerivAt_value (L : A →L[ℝ] E →L[ℝ] F) (f : V →ᵇ A) | |
| (g : SchwartzMap V E) (K : ℕ) (x₀ : V) : | |
| HasFDerivAt (value c L f g K) | |
| (value c (L.precompR V) f (SchwartzMap.fderivCLM ℝ V E g) (K+1) x₀) x₀ := by | |
| let g' := SchwartzMap.fderivCLM ℝ V E g | |
| obtain ⟨B,hB,hbound⟩ := shifted_majorant g' a b ha (K+1) x₀ | |
| have hd (x y : V) : HasFDerivAt (fun x => (c y)⁻¹^K • g ((c y)⁻¹ • (x-y))) | |
| ((c y)⁻¹^(K+1) • g' ((c y)⁻¹ • (x-y))) x := by | |
| have h := ((g.hasFDerivAt ((c y)⁻¹ • (x-y))).comp x | |
| (((hasFDerivAt_id x).sub (hasFDerivAt_const y x)).const_smul (c y)⁻¹)).const_smul ((c y)⁻¹^K) | |
| convert h using 1 | |
| · rfl | |
| · ext v | |
| simp [g',SchwartzMap.fderivCLM_apply,pow_succ,smul_smul] | |
| apply hasFDerivAt_integral_of_dominated_of_fderiv_le (Metric.ball_mem_nhds x₀ zero_lt_one) | |
| · exact Eventually.of_forall fun x => (integrable_integrand ha c hc hcb L f g K x).aestronglyMeasurable | |
| · exact integrable_integrand ha c hc hcb L f g K x₀ | |
| · exact (integrable_integrand ha c hc hcb (L.precompR V) f g' (K+1) x₀).aestronglyMeasurable | |
| · filter_upwards with y x hx | |
| change ‖(L (f y)).comp ((c y)⁻¹^(K+1) • g' ((c y)⁻¹ • (x-y)))‖ ≤ _ | |
| calc | |
| _ ≤ ‖L (f y)‖ * ‖(c y)⁻¹^(K+1) • g' ((c y)⁻¹ • (x-y))‖ := ContinuousLinearMap.opNorm_comp_le _ _ | |
| _ ≤ (‖L‖*‖f‖) * ‖(c y)⁻¹^(K+1) • g' ((c y)⁻¹ • (x-y))‖ := by | |
| gcongr | |
| exact (L.le_opNorm _).trans (mul_le_mul_of_nonneg_left (f.norm_coe_le_norm y) (norm_nonneg L)) | |
| _ ≤ (‖L‖*‖f‖)*B y := mul_le_mul_of_nonneg_left (hbound (c y) (hcb y) x hx y) (by positivity) | |
| · exact hB.const_mul (‖L‖*‖f‖) | |
| · filter_upwards with y x _ | |
| exact (L (f y)).hasFDerivAt.comp x (hd x y) | |
| lemma contDiff_value_nat (n : ℕ) (L : A →L[ℝ] E →L[ℝ] F) (f : V →ᵇ A) | |
| (g : SchwartzMap V E) (K : ℕ) : ContDiff ℝ n (value c L f g K) := by | |
| induction n generalizing E F K with | |
| | zero => | |
| rw [Nat.cast_zero,contDiff_zero] | |
| exact continuous_iff_continuousAt.mpr (fun x => (hasFDerivAt_value ha c hc hcb L f g K x).continuousAt) | |
| | succ n ih => | |
| rw [Nat.cast_add,Nat.cast_one,contDiff_succ_iff_hasFDerivAt] | |
| exact ⟨value c (L.precompR V) f (SchwartzMap.fderivCLM ℝ V E g) (K+1), | |
| ih (L.precompR V) (SchwartzMap.fderivCLM ℝ V E g) (K+1), hasFDerivAt_value ha c hc hcb L f g K⟩ | |
| lemma contDiff_value (L : A →L[ℝ] E →L[ℝ] F) (f : V →ᵇ A) | |
| (g : SchwartzMap V E) (K : ℕ) : ContDiff ℝ ∞ (value c L f g K) := | |
| contDiff_infty.mpr (fun n => contDiff_value_nat ha c hc hcb n L f g K) | |
| lemma fderiv_value (L : A →L[ℝ] E →L[ℝ] F) (f : V →ᵇ A) | |
| (g : SchwartzMap V E) (K : ℕ) : | |
| fderiv ℝ (value c L f g K) = value c (L.precompR V) f (SchwartzMap.fderivCLM ℝ V E g) (K+1) := by | |
| funext x | |
| exact (hasFDerivAt_value ha c hc hcb L f g K x).fderiv | |
| lemma fderiv_value_apply (L : A →L[ℝ] E →L[ℝ] F) (f : V →ᵇ A) | |
| (g : SchwartzMap V E) (K : ℕ) (x v : V) : | |
| fderiv ℝ (value c L f g K) x v = | |
| ∫ y, L (f y) ((c y)⁻¹^(K+1) • fderiv ℝ g ((c y)⁻¹ • (x-y)) v) := by | |
| rw [fderiv_value ha c hc hcb L f g K, value, | |
| ContinuousLinearMap.integral_apply | |
| (integrable_integrand ha c hc hcb (L.precompR V) f (SchwartzMap.fderivCLM ℝ V E g) (K+1) x)] | |
| rfl | |
| lemma second_fderiv_value_apply (L : A →L[ℝ] E →L[ℝ] F) (f : V →ᵇ A) | |
| (g : SchwartzMap V E) (K : ℕ) (x v w : V) : | |
| fderiv ℝ (fderiv ℝ (value c L f g K)) x v w = | |
| ∫ y, L (f y) ((c y)⁻¹^(K+2) • fderiv ℝ (fderiv ℝ g) ((c y)⁻¹ • (x-y)) v w) := by | |
| rw [fderiv_value ha c hc hcb L f g K, fderiv_value_apply ha c hc hcb] | |
| rw [ContinuousLinearMap.integral_apply] | |
| · rfl | |
| · exact integrable_integrand ha c hc hcb (L.precompR V) f | |
| (SchwartzMap.evalCLM ℝ V (V →L[ℝ] E) v | |
| (SchwartzMap.fderivCLM ℝ V (V →L[ℝ] E) (SchwartzMap.fderivCLM ℝ V E g))) (K+2) x | |
| end ScaledDecay | |
| open scoped Laplacian | |
| universe u | |
| variable {V E F A : Type u} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasureSpace V] [BorelSpace V] | |
| [Measure.IsAddHaarMeasure (volume : Measure V)] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| [NormedAddCommGroup F] [NormedSpace ℝ F] | |
| [NormedAddCommGroup A] [NormedSpace ℝ A] | |
| variable {a b : ℝ} (ha : 0 < a) (c : V → ℝ) (hc : Continuous c) (hcb : ∀ y, c y ∈ Icc a b) | |
| include ha hc hcb | |
| lemma laplacian_value (L : A →L[ℝ] E →L[ℝ] F) (f : V →ᵇ A) | |
| (g : SchwartzMap V E) (K : ℕ) : | |
| Δ (value c L f g K) = value c L f (Δ g : SchwartzMap V E) (K+2) := by | |
| funext x | |
| rw [InnerProductSpace.laplacian_eq_iteratedFDeriv_stdOrthonormalBasis] | |
| simp only [iteratedFDeriv_two_apply, Matrix.cons_val_zero, Matrix.cons_val_one, | |
| second_fderiv_value_apply ha c hc hcb] | |
| rw [value] | |
| simp_rw [SchwartzMap.laplacian_apply, | |
| InnerProductSpace.laplacian_eq_iteratedFDeriv_stdOrthonormalBasis, | |
| iteratedFDeriv_two_apply, Matrix.cons_val_zero, Matrix.cons_val_one, | |
| Finset.smul_sum, map_sum] | |
| rw [integral_finsetSum] | |
| · rfl | |
| · intro i _ | |
| exact integrable_integrand ha c hc hcb L f | |
| (SchwartzMap.evalCLM ℝ V E ((stdOrthonormalBasis ℝ V) i) | |
| (SchwartzMap.evalCLM ℝ V (V →L[ℝ] E) ((stdOrthonormalBasis ℝ V) i) | |
| (SchwartzMap.fderivCLM ℝ V (V →L[ℝ] E) (SchwartzMap.fderivCLM ℝ V E g)))) (K+2) x | |
| lemma bilaplacian_value (L : A →L[ℝ] E →L[ℝ] F) (f : V →ᵇ A) | |
| (g : SchwartzMap V E) (K : ℕ) : | |
| Δ (Δ (value c L f g K)) = value c L f (Δ (Δ g : SchwartzMap V E) : SchwartzMap V E) (K+4) := by | |
| rw [laplacian_value ha c hc hcb, laplacian_value ha c hc hcb] | |
| end ScaledSchwartzConvolution | |
| namespace FrozenParametrix | |
| open scoped SchwartzMap Laplacian ZeroAtInfty BoundedContinuousFunction | |
| open BiharmonicKernel | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {α β : ℝ} | |
| def sourceScale (a : C(V,Icc α β)) (q : ℝ) (y : V) : ℝ := | |
| Real.sqrt (Real.sqrt (q*(a y).val)) | |
| omit [InnerProductSpace ℝ V] [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] in | |
| lemma continuous_sourceScale (a : C(V,Icc α β)) (q : ℝ) : Continuous (sourceScale a q) := | |
| Real.continuous_sqrt.comp (Real.continuous_sqrt.comp | |
| (continuous_const.mul (continuous_subtype_val.comp a.continuous))) | |
| omit [InnerProductSpace ℝ V] [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] in | |
| lemma sourceScale_bounds (a : C(V,Icc α β)) (q : ℝ) (hq : 0 ≤ q) (y : V) : | |
| sourceScale a q y ∈ Icc (Real.sqrt (Real.sqrt (q*α))) (Real.sqrt (Real.sqrt (q*β))) := by | |
| exact ⟨Real.sqrt_le_sqrt (Real.sqrt_le_sqrt (mul_le_mul_of_nonneg_left (a y).property.1 hq)), | |
| Real.sqrt_le_sqrt (Real.sqrt_le_sqrt (mul_le_mul_of_nonneg_left (a y).property.2 hq))⟩ | |
| def timeValue (a : C(V,Icc α β)) (q : ℝ) (f : C₀(V,ℂ)) (x : V) : ℂ := | |
| ∫ y, f y * kernel (q*(a y).val) (x-y) | |
| lemma timeValue_eq_scaled (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) : timeValue a q f = | |
| ScaledSchwartzConvolution.value (sourceScale a q) (ContinuousLinearMap.mul ℝ ℂ) | |
| f.toBCF (heatKernel 1 zero_lt_one) (Module.finrank ℝ V) := by | |
| funext x | |
| unfold timeValue ScaledSchwartzConvolution.value | |
| congr 1 | |
| funext y | |
| rw [kernel_eq_scaled _ (mul_pos hq (hα.trans_le (a y).property.1)), ← inv_pow] | |
| rfl | |
| lemma timeValue_eq_frozenOp (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) : timeValue a q f = frozenOp hα a (ParabolicRadius.radius q) f := by | |
| funext x | |
| rw [frozenOp, frozen_apply_unscaled _ _ _ _ _ _ _ (ParabolicRadius.pos hq)] | |
| rw [ParabolicRadius.pow_four hq.le] | |
| unfold timeValue | |
| congr 1 | |
| funext y | |
| exact mul_comm _ _ | |
| lemma contDiff_timeValue (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) : ContDiff ℝ ∞ (timeValue a q f) := by | |
| rw [timeValue_eq_scaled hα a q hq f] | |
| exact ScaledSchwartzConvolution.contDiff_value | |
| (Real.sqrt_pos.mpr (Real.sqrt_pos.mpr (mul_pos hq hα))) (sourceScale a q) | |
| (continuous_sourceScale a q) (sourceScale_bounds a q hq.le) | |
| (ContinuousLinearMap.mul ℝ ℂ) f.toBCF | |
| (heatKernel 1 zero_lt_one) (Module.finrank ℝ V) | |
| lemma bilaplacian_timeValue (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (x : V) : | |
| Δ (Δ (timeValue a q f)) x = ∫ y, f y * bilapKernel (q*(a y).val) (x-y) := by | |
| rw [timeValue_eq_scaled hα a q hq f, | |
| ScaledSchwartzConvolution.bilaplacian_value | |
| (Real.sqrt_pos.mpr (Real.sqrt_pos.mpr (mul_pos hq hα))) (sourceScale a q) | |
| (continuous_sourceScale a q) (sourceScale_bounds a q hq.le)] | |
| unfold ScaledSchwartzConvolution.value | |
| congr 1 | |
| funext y | |
| rw [bilapKernel_eq_scaled _ (mul_pos hq (hα.trans_le (a y).property.1))] | |
| rfl | |
| lemma integrable_timeValue_integrand (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (x : V) : Integrable (fun y => f y * kernel (q*(a y).val) (x-y)) := by | |
| have he (y : V) : kernel (q*(a y).val) (x-y) = | |
| (sourceScale a q y)⁻¹^(Module.finrank ℝ V) • | |
| heatKernel (V := V) 1 zero_lt_one ((sourceScale a q y)⁻¹ • (x-y)) := by | |
| rw [kernel_eq_scaled _ (mul_pos hq (hα.trans_le (a y).property.1)), ← inv_pow] | |
| rfl | |
| simp_rw [he] | |
| exact ScaledSchwartzConvolution.integrable_integrand | |
| (Real.sqrt_pos.mpr (Real.sqrt_pos.mpr (mul_pos hq hα))) (sourceScale a q) | |
| (continuous_sourceScale a q) (sourceScale_bounds a q hq.le) | |
| (ContinuousLinearMap.mul ℝ ℂ) f.toBCF | |
| (heatKernel 1 zero_lt_one) (Module.finrank ℝ V) x | |
| lemma integrable_bilapValue_integrand (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (x : V) : Integrable (fun y => f y * bilapKernel (q*(a y).val) (x-y)) := by | |
| simp_rw [bilapKernel_eq_scaled _ (mul_pos hq (hα.trans_le (a _).property.1))] | |
| exact ScaledSchwartzConvolution.integrable_integrand | |
| (Real.sqrt_pos.mpr (Real.sqrt_pos.mpr (mul_pos hq hα))) (sourceScale a q) | |
| (continuous_sourceScale a q) (sourceScale_bounds a q hq.le) | |
| (ContinuousLinearMap.mul ℝ ℂ) f.toBCF | |
| (Δ (Δ (heatKernel 1 zero_lt_one) : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Module.finrank ℝ V+4) x | |
| end FrozenParametrix | |
| namespace BiharmonicKernel | |
| open scoped SchwartzMap Laplacian | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| lemma bilapKernel_shifted_majorant (a b : ℝ) (ha : 0 < a) (x₀ : V) : | |
| ∃ B : V → ℝ, Integrable B ∧ ∀ t ∈ Icc a b, ∀ x ∈ Metric.ball x₀ 1, ∀ y, | |
| ‖bilapKernel t (x-y)‖ ≤ B y := by | |
| obtain ⟨B,hB,hbound⟩ := ScaledSchwartzConvolution.shifted_majorant | |
| (Δ (Δ (heatKernel (V := V) 1 zero_lt_one) : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Real.sqrt (Real.sqrt a)) (Real.sqrt (Real.sqrt b)) | |
| (Real.sqrt_pos.mpr (Real.sqrt_pos.mpr ha)) (Module.finrank ℝ V+4) x₀ | |
| refine ⟨B,hB,fun t ht x hx y => ?_⟩ | |
| rw [bilapKernel_eq_scaled t (ha.trans_le ht.1)] | |
| exact hbound _ ⟨Real.sqrt_le_sqrt (Real.sqrt_le_sqrt ht.1), | |
| Real.sqrt_le_sqrt (Real.sqrt_le_sqrt ht.2)⟩ x hx y | |
| lemma hasDerivAt_kernel_bilap (t : ℝ) (ht : 0 < t) (x : V) : | |
| HasDerivAt (fun s => kernel s x) (-bilapKernel t x) t := by | |
| rw [bilapKernel_eq_schwartz t ht] | |
| exact kernel_heat_equation t ht x | |
| end BiharmonicKernel | |
| namespace FrozenParametrix | |
| open scoped SchwartzMap Laplacian ZeroAtInfty BoundedContinuousFunction | |
| open BiharmonicKernel | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {α β : ℝ} | |
| lemma hasDerivAt_timeValue (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (x : V) : | |
| HasDerivAt (fun s => timeValue a s f x) | |
| (-(∫ y, ((a y).val : ℂ)*f y*bilapKernel (q*(a y).val) (x-y))) q := by | |
| let F := fun s : ℝ => fun y : V => f y * kernel (s*(a y).val) (x-y) | |
| let F' := fun s : ℝ => fun y : V => f y * ((a y).val • (-bilapKernel (s*(a y).val) (x-y))) | |
| have hay (y : V) : 0 < (a y).val := hα.trans_le (a y).property.1 | |
| have hβ : 0 < β := (hay 0).trans_le (a 0).property.2 | |
| have hFi (s : ℝ) (hs : 0 < s) : Integrable (F s) := integrable_timeValue_integrand hα a s hs f x | |
| have hF'cont (s : ℝ) (hs : 0 < s) : Continuous (F' s) := | |
| f.continuous.mul ((continuous_subtype_val.comp a.continuous).smul | |
| (continuous_bilapKernel_comp (fun y : V => s*(a y).val) (fun y => x-y) | |
| (continuous_const.mul (continuous_subtype_val.comp a.continuous)) | |
| (continuous_const.sub continuous_id) (fun y => mul_pos hs (hay y))).neg) | |
| obtain ⟨B,hB,hbound⟩ := bilapKernel_shifted_majorant (V := V) | |
| ((q/2)*α) ((2*q)*β) (by positivity) x | |
| have hspos (s : ℝ) (hs : s ∈ Ioo (q/2) (2*q)) : 0 < s := lt_trans (by positivity) hs.1 | |
| have hsb (s : ℝ) (hs : s ∈ Ioo (q/2) (2*q)) (y : V) : | |
| s*(a y).val ∈ Icc ((q/2)*α) ((2*q)*β) := | |
| ⟨mul_le_mul hs.1.le (a y).property.1 hα.le (hspos s hs).le, | |
| mul_le_mul hs.2.le (a y).property.2 (hay y).le (by positivity)⟩ | |
| have hd := hasDerivAt_integral_of_dominated_loc_of_deriv_le | |
| (F := F) (F' := F') (bound := fun y => (‖f‖*β)*B y) | |
| (s := Ioo (q/2) (2*q)) (Ioo_mem_nhds (by linarith) (by linarith)) | |
| (by filter_upwards [Ioi_mem_nhds hq] with s hs; exact (hFi s hs).aestronglyMeasurable) | |
| (hFi q hq) (hF'cont q hq).aestronglyMeasurable | |
| (Eventually.of_forall (fun y s hs => by | |
| simp only [F',norm_mul,norm_smul,Real.norm_eq_abs,abs_of_pos (hay y),norm_neg] | |
| rw [← mul_assoc] | |
| exact mul_le_mul | |
| (mul_le_mul (f.toBCF.norm_coe_le_norm y) (a y).property.2 (hay y).le (norm_nonneg f)) | |
| (hbound _ (hsb s hs y) x (Metric.mem_ball_self zero_lt_one) y) | |
| (norm_nonneg _) (by positivity))) | |
| (hB.const_mul (‖f‖*β)) | |
| (Eventually.of_forall (fun y s hs => by | |
| simpa [F,F',Function.comp_def,Complex.real_smul,mul_assoc] using | |
| ((hasDerivAt_kernel_bilap (s*(a y).val) (mul_pos (hspos s hs) (hay y)) (x-y)).scomp s | |
| ((hasDerivAt_id s).mul_const (a y).val)).const_mul (f y))) | |
| have he : (∫ y, F' q y) = -(∫ y, ((a y).val : ℂ)*f y*bilapKernel (q*(a y).val) (x-y)) := by | |
| rw [← integral_neg] | |
| congr 1 | |
| funext y | |
| dsimp [F'] | |
| ring | |
| rw [he] at hd | |
| exact hd.2 | |
| lemma frozen_pde_residual (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) (b : V →ᵇ ℂ) | |
| (q : ℝ) (hq : 0 < q) (f : C₀(V,ℂ)) (x : V) : | |
| deriv (fun s => timeValue a₀ s f x) q + ((a₁ x).val : ℂ) * | |
| Δ (Δ (timeValue a₀ q f)) x + b x * timeValue a₀ q f x = | |
| fullResidualCLM hα a₀ a₁ b (ParabolicRadius.radius q) f x := by | |
| rw [(hasDerivAt_timeValue hα a₀ q hq f x).deriv, bilaplacian_timeValue hα a₀ q hq f x, | |
| fullResidualCLM_apply] | |
| change _ = principalResidual hα a₀ a₁ (ParabolicRadius.radius q) f x + | |
| b x * frozenOp hα a₀ (ParabolicRadius.radius q) f x | |
| rw [← timeValue_eq_frozenOp hα a₀ q hq f, principalResidual_apply_unscaled hα a₀ a₁ _ | |
| (ParabolicRadius.pos hq), ParabolicRadius.pow_four hq.le] | |
| have hi₀ := integrable_bilapValue_integrand hα a₀ q hq f x | |
| have hi₁ := integrable_bilapValue_integrand hα a₀ q hq | |
| (C0Multiplier.mul (coefficient a₀) f) x | |
| change Integrable (fun y => (((a₀ y).val : ℂ)*f y)*bilapKernel (q*(a₀ y).val) (x-y)) at hi₁ | |
| have he : (fun y => (((a₁ x).val-(a₀ y).val : ℝ) : ℂ) * | |
| bilapKernel (q*(a₀ y).val) (x-y) * f y) = | |
| fun y => ((a₁ x).val : ℂ)*(f y*bilapKernel (q*(a₀ y).val) (x-y)) - | |
| (((a₀ y).val : ℂ)*f y)*bilapKernel (q*(a₀ y).val) (x-y) := by | |
| funext y | |
| rw [Complex.ofReal_sub] | |
| ring | |
| rw [he, integral_sub (hi₀.const_mul _) hi₁, integral_const_mul] | |
| ring | |
| end FrozenParametrix | |
| open scoped Topology SchwartzMap ZeroAtInfty BoundedContinuousFunction | |
| open Set Filter MeasureTheory | |
| namespace KernelPairing | |
| section IntegrableProdOfTranslationBound | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| lemma integrable_prod_of_translation_bound (F : V × V → ℂ) (hF : Continuous F) | |
| (φ B : V → ℝ) (hφ : Integrable φ) | |
| (hB : Integrable B) (C : ℝ) | |
| (hbound : ∀ x y, ‖F (x,y)‖ ≤ φ x * C * B (x-y)) : | |
| Integrable F (volume.prod volume) := by | |
| have hBi (x : V) : Integrable (fun y => B (x-y)) := | |
| (integrable_comp_sub_left B x).mpr hB | |
| have hFi (x : V) : Integrable (fun y => F (x,y)) := by | |
| apply ((hBi x).const_mul (φ x * C)).mono' | |
| · exact (hF.comp (continuous_const.prodMk continuous_id)).aestronglyMeasurable | |
| · exact Eventually.of_forall (hbound x) | |
| apply (integrable_prod_iff hF.aestronglyMeasurable).mpr | |
| refine ⟨Eventually.of_forall hFi, ?_⟩ | |
| apply ((hφ.mul_const C).mul_const (∫ y, B y)).mono' | |
| · exact hF.aestronglyMeasurable.norm.integral_prod_right' | |
| · filter_upwards with x | |
| rw [Real.norm_eq_abs, abs_of_nonneg (integral_nonneg (fun y => norm_nonneg _))] | |
| calc | |
| _ ≤ ∫ y, φ x*C*B (x-y) := integral_mono (hFi x).norm | |
| ((hBi x).const_mul _) (hbound x) | |
| _ = φ x*C*(∫ y, B y) := by rw [integral_const_mul, integral_sub_left_eq_self] | |
| lemma integrable_pair (φ : V → ℂ) (hφ : Integrable φ) (f : V →ᵇ ℂ) : | |
| Integrable (fun x => φ x * f x) := by | |
| apply (hφ.norm.mul_const ‖f‖).mono' | |
| · exact hφ.aestronglyMeasurable.mul f.continuous.aestronglyMeasurable | |
| · filter_upwards with x | |
| rw [norm_mul] | |
| exact mul_le_mul_of_nonneg_left (f.norm_coe_le_norm x) (norm_nonneg _) | |
| lemma norm_pair_le (φ : V → ℂ) (hφ : Integrable φ) (f : V →ᵇ ℂ) : | |
| ‖∫ x, φ x*f x‖ ≤ (∫ x, ‖φ x‖)*‖f‖ := by | |
| apply (norm_integral_le_integral_norm _).trans | |
| rw [← integral_mul_const] | |
| apply integral_mono (integrable_pair φ hφ f).norm (hφ.norm.mul_const _) | |
| intro x | |
| dsimp only | |
| rw [norm_mul] | |
| exact mul_le_mul_of_nonneg_left (f.norm_coe_le_norm x) (norm_nonneg _) | |
| def pairCLM (φ : V → ℂ) (hφ : Integrable φ) : C₀(V,ℂ) →L[ℂ] ℂ := | |
| LinearMap.mkContinuous | |
| { toFun := fun f => ∫ x, φ x * f x | |
| map_add' := by | |
| intro f g | |
| change (∫ x, φ x*(f x+g x)) = _ | |
| simp_rw [mul_add] | |
| exact integral_add (integrable_pair φ hφ f.toBCF) (integrable_pair φ hφ g.toBCF) | |
| map_smul' := by | |
| intro c f | |
| change (∫ x, φ x*(c*f x)) = c*(∫ x, φ x*f x) | |
| simp_rw [mul_left_comm (φ _) c] | |
| exact integral_const_mul _ _ } | |
| (∫ x, ‖φ x‖) (fun f => norm_pair_le φ hφ f.toBCF) | |
| @[simp] lemma pairCLM_apply (φ : V → ℂ) (hφ : Integrable φ) (f : C₀(V,ℂ)) : | |
| pairCLM φ hφ f = ∫ x, φ x * f x := rfl | |
| end IntegrableProdOfTranslationBound | |
| open scoped Laplacian | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| omit [MeasurableSpace V] [BorelSpace V] in | |
| lemma laplacian_translate (f : V → ℂ) (y : V) : | |
| Δ (fun x => f (x-y)) = fun x => Δ f (x-y) := by | |
| simp_rw [InnerProductSpace.laplacian_eq_iteratedFDeriv_stdOrthonormalBasis, | |
| iteratedFDeriv_comp_sub] | |
| omit [MeasurableSpace V] [BorelSpace V] in | |
| lemma schwartz_laplacian_translate (f : SchwartzMap V ℂ) (y : V) : | |
| Δ (f.compSubConstCLM ℂ y : SchwartzMap V ℂ) = | |
| (Δ f : SchwartzMap V ℂ).compSubConstCLM ℂ y := by | |
| ext x | |
| rw [SchwartzMap.laplacian_apply, SchwartzMap.compSubConstCLM_apply, | |
| SchwartzMap.laplacian_apply] | |
| exact congrFun (laplacian_translate (f : V → ℂ) y) x | |
| lemma schwartz_bilaplacian_pair (φ g : SchwartzMap V ℂ) : | |
| (∫ x, φ x*(Δ (Δ g : SchwartzMap V ℂ) : SchwartzMap V ℂ) x) = | |
| ∫ x, (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) x*g x := by | |
| rw [SchwartzMap.integral_mul_laplacian_right_eq_left, | |
| SchwartzMap.integral_mul_laplacian_right_eq_left] | |
| lemma bilaplacian_pair_kernel (φ : SchwartzMap V ℂ) (f : V → ℂ) | |
| (K : V → SchwartzMap V ℂ) | |
| (h₀ : Integrable (fun p : V × V => | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) p.1 * (f p.2*K p.2 (p.1-p.2))) | |
| (volume.prod volume)) | |
| (h₄ : Integrable (fun p : V × V => | |
| φ p.1*(f p.2*(Δ (Δ (K p.2) : SchwartzMap V ℂ) : SchwartzMap V ℂ) (p.1-p.2))) | |
| (volume.prod volume)) : | |
| (∫ x, φ x*(∫ y, f y*(Δ (Δ (K y) : SchwartzMap V ℂ) : SchwartzMap V ℂ) (x-y))) = | |
| ∫ x, (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) x*(∫ y, f y*K y (x-y)) := by | |
| simp_rw [← integral_const_mul] | |
| conv_lhs => rw [integral_integral_swap h₄] | |
| conv_rhs => rw [integral_integral_swap h₀] | |
| apply integral_congr_ae | |
| filter_upwards with y | |
| have he := schwartz_bilaplacian_pair φ ((K y).compSubConstCLM ℂ y) | |
| simp only [schwartz_laplacian_translate, SchwartzMap.compSubConstCLM_apply] at he | |
| calc | |
| _ = f y*(∫ x, φ x*(Δ (Δ (K y) : SchwartzMap V ℂ) : SchwartzMap V ℂ) (x-y)) := by | |
| rw [← integral_const_mul] | |
| congr 1 | |
| funext x | |
| ring | |
| _ = f y*(∫ x, (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) x*K y (x-y)) := by rw [he] | |
| _ = _ := by | |
| rw [← integral_const_mul] | |
| congr 1 | |
| funext x | |
| ring | |
| end KernelPairing | |
| namespace FrozenParametrix | |
| section IntegrableKernelPairProd | |
| open scoped SchwartzMap Laplacian ZeroAtInfty BoundedContinuousFunction | |
| open BiharmonicKernel | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {α β : ℝ} | |
| lemma integrable_kernel_pair_prod (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (φ : SchwartzMap V ℂ) : | |
| Integrable (fun p : V × V => φ p.1 * (f p.2*kernel (q*(a p.2).val) (p.1-p.2))) | |
| (volume.prod volume) := by | |
| obtain ⟨B,hB,hbound⟩ := kernel_majorant (V := V) (q*α) (q*β) (mul_pos hq hα) | |
| apply KernelPairing.integrable_prod_of_translation_bound _ | |
| (φ.continuous.comp continuous_fst |>.mul | |
| ((f.continuous.comp continuous_snd).mul | |
| (continuous_kernel_comp (fun p : V × V => q*(a p.2).val) (fun p => p.1-p.2) | |
| (continuous_const.mul (continuous_subtype_val.comp (a.continuous.comp continuous_snd))) | |
| (continuous_fst.sub continuous_snd) (fun p => mul_pos hq (hα.trans_le (a p.2).property.1))))) | |
| (fun x => ‖φ x‖) B φ.integrable.norm hB ‖f‖ | |
| intro x y | |
| change ‖φ x * (f y * kernel (q*(a y).val) (x-y))‖ ≤ ‖φ x‖*‖f‖*B (x-y) | |
| rw [norm_mul,norm_mul,mul_assoc] | |
| apply mul_le_mul_of_nonneg_left _ (norm_nonneg _) | |
| exact mul_le_mul (f.toBCF.norm_coe_le_norm y) | |
| (hbound _ ⟨mul_le_mul_of_nonneg_left (a y).property.1 hq.le, | |
| mul_le_mul_of_nonneg_left (a y).property.2 hq.le⟩ (x-y)) | |
| (norm_nonneg _) (norm_nonneg _) | |
| lemma integrable_bilap_pair_prod (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (φ : SchwartzMap V ℂ) : | |
| Integrable (fun p : V × V => φ p.1 * (f p.2*bilapKernel (q*(a p.2).val) (p.1-p.2))) | |
| (volume.prod volume) := by | |
| obtain ⟨B,hB,_,_,hbound⟩ := bilapKernel_weighted_majorant (V := V) (q*α) (q*β) (mul_pos hq hα) | |
| apply KernelPairing.integrable_prod_of_translation_bound _ | |
| (φ.continuous.comp continuous_fst |>.mul | |
| ((f.continuous.comp continuous_snd).mul | |
| (continuous_bilapKernel_comp (fun p : V × V => q*(a p.2).val) (fun p => p.1-p.2) | |
| (continuous_const.mul (continuous_subtype_val.comp (a.continuous.comp continuous_snd))) | |
| (continuous_fst.sub continuous_snd) (fun p => mul_pos hq (hα.trans_le (a p.2).property.1))))) | |
| (fun x => ‖φ x‖) B φ.integrable.norm hB ‖f‖ | |
| intro x y | |
| change ‖φ x * (f y * bilapKernel (q*(a y).val) (x-y))‖ ≤ ‖φ x‖*‖f‖*B (x-y) | |
| rw [norm_mul,norm_mul,mul_assoc] | |
| apply mul_le_mul_of_nonneg_left _ (norm_nonneg _) | |
| exact mul_le_mul (f.toBCF.norm_coe_le_norm y) | |
| (hbound _ ⟨mul_le_mul_of_nonneg_left (a y).property.1 hq.le, | |
| mul_le_mul_of_nonneg_left (a y).property.2 hq.le⟩ (x-y)) | |
| (norm_nonneg _) (norm_nonneg _) | |
| lemma pair_bilaplacian_timeValue (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (φ : SchwartzMap V ℂ) : | |
| (∫ x, φ x * Δ (Δ (timeValue a q f)) x) = | |
| ∫ x, (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) x * timeValue a q f x := by | |
| let K : V → SchwartzMap V ℂ := fun y : V => heatKernel (q*(a y).val) (mul_pos hq (hα.trans_le (a y).property.1)) | |
| have he₀ (y x : V) : K y x = kernel (q*(a y).val) x := by | |
| exact congrFun (heatKernel_eq_kernel _ _) x | |
| have he₄ (y x : V) : (Δ (Δ (K y) : SchwartzMap V ℂ) : SchwartzMap V ℂ) x = | |
| bilapKernel (q*(a y).val) x := (bilapKernel_eq_schwartz _ _ x).symm | |
| have h₀ := integrable_kernel_pair_prod hα a q hq f (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| have h₄ := integrable_bilap_pair_prod hα a q hq f φ | |
| simp_rw [bilaplacian_timeValue hα a q hq f] | |
| unfold timeValue | |
| have hp := KernelPairing.bilaplacian_pair_kernel φ f K | |
| (by simpa only [he₀] using h₀) (by simpa only [he₄] using h₄) | |
| simpa only [he₀,he₄] using hp | |
| lemma norm_bilap_integral_le (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (B : V → ℝ) (hB : Integrable B) | |
| (hbound : ∀ y z, ‖bilapKernel (q*(a y).val) z‖ ≤ B z) (x : V) : | |
| ‖∫ y, f y*bilapKernel (q*(a y).val) (x-y)‖ ≤ ‖f‖*(∫ y, B y) := by | |
| apply (norm_integral_le_integral_norm _).trans | |
| calc | |
| _ ≤ ∫ y, ‖f‖*B (x-y) := by | |
| apply integral_mono (integrable_bilapValue_integrand hα a q hq f x).norm | |
| ((hB.comp_sub_left x).const_mul _) | |
| intro y | |
| dsimp only | |
| rw [norm_mul] | |
| exact mul_le_mul (f.toBCF.norm_coe_le_norm y) (hbound y (x-y)) | |
| (norm_nonneg _) (norm_nonneg _) | |
| _ = _ := by rw [integral_const_mul, integral_sub_left_eq_self] | |
| lemma hasDerivAt_pair_timeValue (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (φ : SchwartzMap V ℂ) : | |
| HasDerivAt (fun s => ∫ x, φ x*timeValue a s f x) | |
| (-(∫ x, (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) x * | |
| timeValue a q (C0Multiplier.mul (coefficient a) f) x)) q := by | |
| let f₁ := C0Multiplier.mul (coefficient a) f | |
| let F := fun s : ℝ => fun x : V => φ x*timeValue a s f x | |
| let F' := fun s : ℝ => fun x : V => | |
| -(φ x*(∫ y, f₁ y*bilapKernel (s*(a y).val) (x-y))) | |
| have hay (y : V) : 0 < (a y).val := hα.trans_le (a y).property.1 | |
| have hβ : 0 < β := (hay 0).trans_le (a 0).property.2 | |
| have hFi (s : ℝ) (hs : 0 < s) : Integrable (F s) := by | |
| have hh := (integrable_kernel_pair_prod hα a s hs f φ).integral_prod_left | |
| simpa only [F,timeValue,integral_const_mul] using hh | |
| have hF'i (s : ℝ) (hs : 0 < s) : Integrable (F' s) := by | |
| have hh := (integrable_bilap_pair_prod hα a s hs f₁ φ).integral_prod_left.neg | |
| change Integrable (fun x => -(∫ y, φ x * (f₁ y * | |
| bilapKernel (s*(a y).val) (x-y)))) at hh | |
| simpa only [F',integral_const_mul] using hh | |
| obtain ⟨B,hB,_,_,hbound⟩ := bilapKernel_weighted_majorant (V := V) | |
| ((q/2)*α) ((2*q)*β) (by positivity) | |
| have hspos (s : ℝ) (hs : s ∈ Ioo (q/2) (2*q)) : 0 < s := lt_trans (by positivity) hs.1 | |
| have hsb (s : ℝ) (hs : s ∈ Ioo (q/2) (2*q)) (y : V) : | |
| s*(a y).val ∈ Icc ((q/2)*α) ((2*q)*β) := | |
| ⟨mul_le_mul hs.1.le (a y).property.1 hα.le (hspos s hs).le, | |
| mul_le_mul hs.2.le (a y).property.2 (hay y).le (by positivity)⟩ | |
| have hd := hasDerivAt_integral_of_dominated_loc_of_deriv_le | |
| (F := F) (F' := F') (bound := fun x => ‖φ x‖*(‖f₁‖*(∫ y, B y))) | |
| (s := Ioo (q/2) (2*q)) (Ioo_mem_nhds (by linarith) (by linarith)) | |
| (by filter_upwards [Ioi_mem_nhds hq] with s hs; exact (hFi s hs).aestronglyMeasurable) | |
| (hFi q hq) (hF'i q hq).aestronglyMeasurable | |
| (Eventually.of_forall (fun x s hs => by | |
| simp only [F',norm_neg,norm_mul] | |
| exact mul_le_mul_of_nonneg_left | |
| (norm_bilap_integral_le hα a s (hspos s hs) f₁ B hB | |
| (fun y z => hbound _ (hsb s hs y) z) x) (norm_nonneg _))) | |
| (φ.integrable.norm.mul_const _) | |
| (Eventually.of_forall (fun x s hs => by | |
| convert (hasDerivAt_timeValue hα a s (hspos s hs) f x).const_mul (φ x) using 1 | |
| simp only [F',f₁,C0Multiplier.mul_apply,coefficient_apply,mul_neg])) | |
| have he : (∫ x, F' q x) = -(∫ x, (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) x * | |
| timeValue a q f₁ x) := by | |
| unfold F' | |
| rw [integral_neg] | |
| congr 1 | |
| simpa only [bilaplacian_timeValue hα a q hq f₁] using | |
| pair_bilaplacian_timeValue hα a q hq f₁ φ | |
| rw [he] at hd | |
| exact hd.2 | |
| lemma integrable_pair_bilaplacian (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (φ : SchwartzMap V ℂ) : | |
| Integrable (fun x => φ x * Δ (Δ (timeValue a q f)) x) := by | |
| simp_rw [bilaplacian_timeValue hα a q hq f] | |
| have hh := (integrable_bilap_pair_prod hα a q hq f φ).integral_prod_left | |
| simpa only [integral_const_mul] using hh | |
| lemma integrable_pair_timeValue (hα : 0 < α) (a : C(V,Icc α β)) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (φ : V → ℂ) (hφ : Integrable φ) : | |
| Integrable (fun x => φ x * timeValue a q f x) := by | |
| rw [timeValue_eq_frozenOp hα a q hq f] | |
| exact KernelPairing.integrable_pair φ hφ (frozenOp hα a (ParabolicRadius.radius q) f).toBCF | |
| lemma weak_frozen_residual (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) (b : V →ᵇ ℂ) | |
| (q : ℝ) (hq : 0 < q) (f : C₀(V,ℂ)) (φ ψ : SchwartzMap V ℂ) | |
| (hψ : ∀ x, ψ x = ((a₁ x).val : ℂ)*φ x) : | |
| deriv (fun s => ∫ x, φ x*timeValue a₀ s f x) q + | |
| (∫ x, (Δ (Δ ψ : SchwartzMap V ℂ) : SchwartzMap V ℂ) x*timeValue a₀ q f x) + | |
| (∫ x, φ x*b x*timeValue a₀ q f x) = | |
| ∫ x, φ x*fullResidualCLM hα a₀ a₁ b (ParabolicRadius.radius q) f x := by | |
| let f₁ := C0Multiplier.mul (coefficient a₀) f | |
| have hD (x : V) : deriv (fun s => timeValue a₀ s f x) q = | |
| -Δ (Δ (timeValue a₀ q f₁)) x := by | |
| rw [(hasDerivAt_timeValue hα a₀ q hq f x).deriv, | |
| bilaplacian_timeValue hα a₀ q hq f₁] | |
| rfl | |
| have hid : Integrable (fun x => -(φ x * Δ (Δ (timeValue a₀ q f₁)) x)) := | |
| (integrable_pair_bilaplacian hα a₀ q hq f₁ φ).neg | |
| have his := integrable_pair_bilaplacian hα a₀ q hq f ψ | |
| have hiz := integrable_pair_timeValue hα a₀ q hq f (fun x => φ x*b x) | |
| (KernelPairing.integrable_pair φ φ.integrable b) | |
| have he : (∫ x, -(φ x * Δ (Δ (timeValue a₀ q f₁)) x) + | |
| ψ x * Δ (Δ (timeValue a₀ q f)) x + φ x*b x*timeValue a₀ q f x) = | |
| ∫ x, φ x*fullResidualCLM hα a₀ a₁ b (ParabolicRadius.radius q) f x := by | |
| apply integral_congr_ae | |
| filter_upwards with x | |
| rw [← frozen_pde_residual hα a₀ a₁ b q hq f x, hD, hψ] | |
| ring | |
| have hids : Integrable (fun x => -(φ x * Δ (Δ (timeValue a₀ q f₁)) x) + | |
| ψ x * Δ (Δ (timeValue a₀ q f)) x) := hid.add his | |
| rw [integral_add hids hiz, integral_add hid his, integral_neg, | |
| pair_bilaplacian_timeValue hα a₀ q hq f₁ φ, | |
| pair_bilaplacian_timeValue hα a₀ q hq f ψ] at he | |
| rw [(hasDerivAt_pair_timeValue hα a₀ q hq f φ).deriv] | |
| exact he | |
| end IntegrableKernelPairProd | |
| open scoped SchwartzMap Laplacian ZeroAtInfty BoundedContinuousFunction | |
| open BiharmonicKernel KernelPairing | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {α β : ℝ} | |
| def c0Time (hα : 0 < α) (a : V →ᵇ Icc α β) (q : ℝ) (f : C₀(V,ℂ)) : C₀(V,ℂ) := | |
| frozenOp hα a.toContinuousMap (ParabolicRadius.radius q) f | |
| lemma continuous_c0Time (hα : 0 < α) (a : V →ᵇ Icc α β) (f : C₀(V,ℂ)) : | |
| Continuous (fun q : ℝ => c0Time hα a q f) := | |
| continuous_frozenOp_comp hα (fun _ => a) ParabolicRadius.radius continuous_const | |
| (ParabolicRadius.continuous_comp _ continuous_id) f | |
| lemma c0Time_zero (hα : 0 < α) (a : V →ᵇ Icc α β) (f : C₀(V,ℂ)) : | |
| c0Time hα a 0 f = f := by | |
| unfold c0Time ParabolicRadius.radius | |
| rw [Real.zero_rpow (by norm_num : (1/4 : ℝ) ≠ 0)] | |
| exact frozen_zero _ _ _ _ _ _ f | |
| lemma c0Time_apply (hα : 0 < α) (a : V →ᵇ Icc α β) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (x : V) : c0Time hα a q f x = timeValue a.toContinuousMap q f x := | |
| (congrFun (timeValue_eq_frozenOp hα a.toContinuousMap q hq f) x).symm | |
| lemma hasDerivAt_pair_c0Time (hα : 0 < α) (a : V →ᵇ Icc α β) (q : ℝ) (hq : 0 < q) | |
| (f : C₀(V,ℂ)) (φ : SchwartzMap V ℂ) : | |
| HasDerivAt (fun s => pairCLM φ φ.integrable (c0Time hα a s f)) | |
| (-pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| (c0Time hα a q (C0Multiplier.mul (coefficient a.toContinuousMap) f))) q := by | |
| have he (s : ℝ) (hs : 0 < s) (g : C₀(V,ℂ)) (ψ : SchwartzMap V ℂ) : | |
| pairCLM ψ ψ.integrable (c0Time hα a s g) = ∫ x, ψ x*timeValue a.toContinuousMap s g x := by | |
| simp only [pairCLM_apply,c0Time_apply hα a s hs g] | |
| rw [he q hq] | |
| apply (hasDerivAt_pair_timeValue hα a.toContinuousMap q hq f φ).congr_of_eventuallyEq | |
| filter_upwards [Ioi_mem_nhds hq] with s hs | |
| exact he s hs f φ | |
| lemma pair_c0Time_integral (hα : 0 < α) (a : V →ᵇ Icc α β) (q : ℝ) (hq : 0 ≤ q) | |
| (f : C₀(V,ℂ)) (φ : SchwartzMap V ℂ) : | |
| pairCLM φ φ.integrable (c0Time hα a q f) = pairCLM φ φ.integrable f - | |
| ∫ s in (0 : ℝ)..q, | |
| pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| (c0Time hα a s (C0Multiplier.mul (coefficient a.toContinuousMap) f)) := by | |
| let L := pairCLM φ φ.integrable | |
| let M := pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| let f₁ := C0Multiplier.mul (coefficient a.toContinuousMap) f | |
| have hc := L.continuous.comp (continuous_c0Time hα a f) | |
| have hd := (M.continuous.comp (continuous_c0Time hα a f₁)).neg | |
| have hh := intervalIntegral.integral_eq_sub_of_hasDerivAt_of_le hq hc.continuousOn | |
| (fun s hs => hasDerivAt_pair_c0Time hα a s hs.1 f φ) (hd.intervalIntegrable 0 q) | |
| change (∫ y in (0 : ℝ)..q, -M (c0Time hα a y f₁)) = | |
| L (c0Time hα a q f) - L (c0Time hα a 0 f) at hh | |
| rw [c0Time_zero, intervalIntegral.integral_neg] at hh | |
| change L (c0Time hα a q f) = L f - ∫ s in (0 : ℝ)..q, M (c0Time hα a s f₁) | |
| dsimp only [L] at hh ⊢ | |
| linear_combination -hh | |
| end FrozenParametrix | |
| namespace StrongWeightedVolterra | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℂ E] | |
| variable {T : ℝ} | |
| lemma continuous_unweighted_on_time (j : Time T →ᵇ E) : | |
| Continuous (fun t : Time T => unweighted j t.val) := by | |
| simp_rw [unweighted_at_time] | |
| exact (continuous_subtype_val.rpow_const (fun t => Or.inl t.property.1.ne')).smul j.continuous | |
| lemma stronglyMeasurable_unweighted (j : Time T →ᵇ E) : StronglyMeasurable (unweighted j) := by | |
| classical | |
| unfold unweighted | |
| apply StronglyMeasurable.dite (s := Time T) | |
| (f := fun t : Time T => t.val^(-3/4 : ℝ) • j t) | |
| (g := fun _ => (0 : E)) _ stronglyMeasurable_const measurableSet_Ioc | |
| exact ((continuous_subtype_val.rpow_const (fun t : Time T => Or.inl t.property.1.ne')).smul | |
| j.continuous).stronglyMeasurable | |
| lemma norm_unweighted_le (j : Time T →ᵇ E) (r : ℝ) (hr : 0 < r) : | |
| ‖unweighted j r‖ ≤ r^(-3/4 : ℝ)*‖j‖ := by | |
| by_cases hrt : r ≤ T | |
| · rw [unweighted,dite_eq_left (show r ∈ Ioc 0 T from ⟨hr,hrt⟩),norm_smul, | |
| Real.norm_eq_abs,abs_of_nonneg (Real.rpow_nonneg hr.le _)] | |
| exact mul_le_mul_of_nonneg_left (j.norm_coe_le_norm _) (Real.rpow_nonneg hr.le _) | |
| · rw [unweighted,dite_eq_right (by simpa only [mem_Ioc,not_and,not_le] using fun _ => lt_of_not_ge hrt),norm_zero] | |
| positivity | |
| lemma intervalIntegrable_unweighted (j : Time T →ᵇ E) (t : ℝ) (ht : 0 ≤ t) : | |
| IntervalIntegrable (unweighted j) volume 0 t := by | |
| apply (intervalIntegrable_iff_integrableOn_Ioo_of_le ht).mpr | |
| have hp : IntegrableOn (fun r : ℝ => r^(-3/4 : ℝ)*‖j‖) (Ioo 0 t) := by | |
| rcases eq_or_lt_of_le ht with he | ht' | |
| · subst t; simp | |
| · exact ((intervalIntegral.integrableOn_Ioo_rpow_iff ht').mpr (by norm_num)).mul_const ‖j‖ | |
| apply hp.mono' (stronglyMeasurable_unweighted j).aestronglyMeasurable | |
| filter_upwards [ae_restrict_mem measurableSet_Ioo] with r hr | |
| exact norm_unweighted_le j r hr.1 | |
| end StrongWeightedVolterra | |
| namespace VolterraIntegral | |
| section IntegralTriangleLeft | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| variable {T : ℝ} | |
| lemma integral_triangle_left (F : ℝ → ℝ → E) (hT : 0 ≤ T) (r : ℝ) | |
| (hr : r ∈ Icc 0 T) : | |
| (∫ s in (0 : ℝ)..T, if s < r then F r s else 0) = ∫ s in (0 : ℝ)..r, F r s := by | |
| rw [intervalIntegral.integral_of_le hT, intervalIntegral.integral_of_le hr.1] | |
| change (∫ s in Ioc (0 : ℝ) T, (Iio r).indicator (F r) s) = _ | |
| rw [integral_indicator measurableSet_Iio, Measure.restrict_restrict measurableSet_Iio] | |
| have he : Iio r ∩ Ioc (0 : ℝ) T = Ioo 0 r := by | |
| ext x | |
| simp only [mem_inter_iff, mem_Iio, mem_Ioc, mem_Ioo] | |
| constructor | |
| · rintro ⟨hxr,hx0,_⟩; exact ⟨hx0,hxr⟩ | |
| · rintro ⟨hx0,hxr⟩; exact ⟨hxr,hx0,hxr.le.trans hr.2⟩ | |
| rw [he, integral_Ioc_eq_integral_Ioo] | |
| lemma integral_triangle_right (F : ℝ → ℝ → E) (hT : 0 ≤ T) (s : ℝ) | |
| (hs : s ∈ Icc 0 T) : | |
| (∫ r in (0 : ℝ)..T, if s < r then F r s else 0) = ∫ r in s..T, F r s := by | |
| rw [intervalIntegral.integral_of_le hT, intervalIntegral.integral_of_le hs.2] | |
| change (∫ r in Ioc (0 : ℝ) T, (Ioi s).indicator (fun r => F r s) r) = _ | |
| rw [integral_indicator measurableSet_Ioi, Measure.restrict_restrict measurableSet_Ioi] | |
| have he : Ioi s ∩ Ioc (0 : ℝ) T = Ioc s T := by | |
| ext x | |
| simp only [mem_inter_iff, mem_Ioi, mem_Ioc] | |
| constructor | |
| · rintro ⟨hsx,_,hxT⟩; exact ⟨hsx,hxT⟩ | |
| · rintro ⟨hsx,hxT⟩; exact ⟨hsx,lt_of_le_of_lt hs.1 hsx,hxT⟩ | |
| rw [he] | |
| lemma integral_triangle_swap (F : ℝ → ℝ → E) (hT : 0 ≤ T) | |
| (hF : IntegrableOn (fun p : ℝ × ℝ => if p.2 < p.1 then F p.1 p.2 else 0) | |
| (Ioc 0 T ×ˢ Ioc 0 T)) : | |
| (∫ r in (0 : ℝ)..T, ∫ s in (0 : ℝ)..r, F r s) = | |
| ∫ s in (0 : ℝ)..T, ∫ r in s..T, F r s := by | |
| have hh := intervalIntegral_intervalIntegral_swap | |
| (F := fun r s => if s < r then F r s else 0) | |
| (a := 0) (b := T) (c := 0) (d := T) (by simpa only [uIoc_of_le hT, Function.uncurry_def] using hF) | |
| calc | |
| _ = ∫ r in (0 : ℝ)..T, ∫ s in (0 : ℝ)..T, if s < r then F r s else 0 := by | |
| apply intervalIntegral.integral_congr | |
| intro r hr | |
| exact (integral_triangle_left F hT r (by simpa only [uIcc_of_le hT] using hr)).symm | |
| _ = _ := hh | |
| _ = _ := by | |
| apply intervalIntegral.integral_congr | |
| intro s hs | |
| exact integral_triangle_right F hT s (by simpa only [uIcc_of_le hT] using hs) | |
| end IntegralTriangleLeft | |
| section IntegrableOnTriangleOfBound | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| variable {T : ℝ} | |
| omit [NormedSpace ℝ E] in | |
| lemma integrableOn_triangle_of_bound (F : ℝ → ℝ → E) | |
| (hF : AEStronglyMeasurable | |
| (fun p : ℝ × ℝ => if p.2 < p.1 then F p.1 p.2 else 0) | |
| (volume.restrict (Ioc 0 T ×ˢ Ioc 0 T))) | |
| (B : ℝ → ℝ) (hB : IntegrableOn B (Ioc 0 T)) | |
| (hB0 : ∀ s ∈ Ioc 0 T, 0 ≤ B s) | |
| (hbound : ∀ r ∈ Ioc 0 T, ∀ s ∈ Ioc 0 T, s < r → ‖F r s‖ ≤ B s) : | |
| IntegrableOn (fun p : ℝ × ℝ => if p.2 < p.1 then F p.1 p.2 else 0) | |
| (Ioc 0 T ×ˢ Ioc 0 T) := by | |
| have hb : IntegrableOn (fun p : ℝ × ℝ => B p.2) (Ioc 0 T ×ˢ Ioc 0 T) := by | |
| have hh := hB.comp_snd (volume.restrict (Ioc (0 : ℝ) T)) | |
| simpa only [Measure.prod_restrict, Measure.volume_eq_prod, IntegrableOn] using hh | |
| refine hb.mono' hF ?_ | |
| filter_upwards [ae_restrict_mem (measurableSet_Ioc.prod measurableSet_Ioc)] with p hp | |
| by_cases hlt : p.2 < p.1 | |
| · simpa only [ite_eq_left hlt] using hbound p.1 hp.1 p.2 hp.2 hlt | |
| · simpa only [ite_eq_right hlt, norm_zero] using hB0 p.2 hp.2 | |
| lemma duhamel_integral_identity (A F : ℝ → ℝ → E) (d : ℝ → E) (hT : 0 ≤ T) | |
| (hA : IntervalIntegrable (A T) volume 0 T) | |
| (hd : IntervalIntegrable d volume 0 T) | |
| (hF : IntegrableOn (fun p : ℝ × ℝ => if p.2 < p.1 then F p.1 p.2 else 0) | |
| (Ioc 0 T ×ˢ Ioc 0 T)) | |
| (hFTC : ∀ s ∈ Ioo 0 T, A T s - d s = ∫ r in s..T, F r s) : | |
| (∫ s in (0 : ℝ)..T, A T s) = (∫ s in (0 : ℝ)..T, d s) + | |
| ∫ r in (0 : ℝ)..T, ∫ s in (0 : ℝ)..r, F r s := by | |
| rw [integral_triangle_swap F hT hF] | |
| have he : (∫ s in (0 : ℝ)..T, A T s - d s) = | |
| ∫ s in (0 : ℝ)..T, ∫ r in s..T, F r s := by | |
| exact intervalIntegral.integral_congr_Ioo_of_le hT hFTC | |
| rw [intervalIntegral.integral_sub hA hd] at he | |
| exact sub_eq_iff_eq_add'.mp he | |
| end IntegrableOnTriangleOfBound | |
| variable {E : Type*} [NormedAddCommGroup E] | |
| variable {T : ℝ} | |
| def sourceExtend (F : ℝ × Ioc (0 : ℝ) T → E) (r s : ℝ) : E := | |
| if hs : s ∈ Ioc (0 : ℝ) T then F (r,⟨s,hs⟩) else 0 | |
| lemma sourceExtend_apply (F : ℝ × Ioc (0 : ℝ) T → E) (r s : ℝ) (hs : s ∈ Ioc (0 : ℝ) T) : | |
| sourceExtend F r s = F (r,⟨s,hs⟩) := by rw [sourceExtend,dite_eq_left hs] | |
| lemma stronglyMeasurable_sourceExtend (F : ℝ × Ioc (0 : ℝ) T → E) (hF : Continuous F) : | |
| StronglyMeasurable (fun p : ℝ × ℝ => sourceExtend F p.1 p.2) := by | |
| classical | |
| let D : Set (ℝ × ℝ) := {p | p.2 ∈ Ioc (0 : ℝ) T} | |
| let G : D → ℝ × Ioc (0 : ℝ) T := fun p => (p.val.1,⟨p.val.2,p.property⟩) | |
| have hG : Continuous G := by | |
| exact (continuous_fst.comp continuous_subtype_val).prodMk | |
| ((continuous_snd.comp continuous_subtype_val).subtype_mk _) | |
| have hD : MeasurableSet D := measurableSet_Ioc.preimage measurable_snd | |
| exact StronglyMeasurable.dite (s := D) (f := F ∘ G) (g := fun _ => 0) | |
| (hF.comp hG).stronglyMeasurable stronglyMeasurable_const hD | |
| lemma integrableOn_sourceExtend (F : ℝ × Ioc (0 : ℝ) T → E) (hF : Continuous F) | |
| (B : ℝ → ℝ) (hB : IntegrableOn B (Ioc 0 T)) | |
| (hbound : ∀ (r : ℝ) (s : Ioc (0 : ℝ) T), ‖F (r,s)‖ ≤ B s.val) (r : ℝ) : | |
| IntegrableOn (sourceExtend F r) (Ioc 0 T) := by | |
| apply hB.mono' | |
| · exact ((stronglyMeasurable_sourceExtend F hF).comp_measurable | |
| (measurable_const.prodMk measurable_id)).aestronglyMeasurable | |
| · filter_upwards [ae_restrict_mem measurableSet_Ioc] with s hs | |
| rw [sourceExtend_apply F r s hs] | |
| exact hbound r ⟨s,hs⟩ | |
| lemma integrableOn_sourceExtend_triangle (F : ℝ × Ioc (0 : ℝ) T → E) (hF : Continuous F) | |
| (B : ℝ → ℝ) (hB : IntegrableOn B (Ioc 0 T)) | |
| (hbound : ∀ (r : ℝ) (s : Ioc (0 : ℝ) T), ‖F (r,s)‖ ≤ B s.val) : | |
| IntegrableOn (fun p : ℝ × ℝ => if p.2 < p.1 then sourceExtend F p.1 p.2 else 0) | |
| (Ioc 0 T ×ˢ Ioc 0 T) := by | |
| apply integrableOn_triangle_of_bound (sourceExtend F) | |
| (((stronglyMeasurable_sourceExtend F hF).ite | |
| (measurableSet_lt measurable_snd measurable_fst) stronglyMeasurable_const).aestronglyMeasurable) | |
| B hB | |
| · intro s hs | |
| exact (norm_nonneg _).trans (hbound 0 ⟨s,hs⟩) | |
| · intro r _ s hs _ | |
| rw [sourceExtend_apply F r s hs] | |
| exact hbound r ⟨s,hs⟩ | |
| end VolterraIntegral | |
| namespace FrozenParametrix | |
| open scoped ZeroAtInfty BoundedContinuousFunction | |
| open StrongWeightedVolterra ParametrixVolterra | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {α β : ℝ} | |
| lemma continuous_c0Time_comp {X : Type*} [TopologicalSpace X] [FirstCountableTopology X] | |
| (hα : 0 < α) (a : X → V →ᵇ Icc α β) (q : X → ℝ) (f : X → C₀(V,ℂ)) | |
| (ha : Continuous a) (hq : Continuous q) (hf : Continuous f) : | |
| Continuous (fun x => c0Time hα (a x) (q x) (f x)) := by | |
| have h := continuous_apply_of_strong | |
| (fun x => frozenCLM hα (a x).toContinuousMap (ParabolicRadius.radius (q x))) | |
| (fun d => continuous_frozenOp_comp hα a (fun x => ParabolicRadius.radius (q x)) ha | |
| (ParabolicRadius.continuous_comp q hq) d) | |
| (frozenBound (V := V) (β := β) hα) (frozenBound_nonneg hα) | |
| (fun x => norm_frozenCLM_le hα (a x).toContinuousMap (ParabolicRadius.radius (q x))) | |
| have hh := h.comp (continuous_id.prodMk hf) | |
| simpa only [Function.comp_def, id_eq, frozenCLM_apply, c0Time] using hh | |
| lemma norm_c0Time_le (hα : 0 < α) (a : V →ᵇ Icc α β) (q : ℝ) (f : C₀(V,ℂ)) : | |
| ‖c0Time hα a q f‖ ≤ frozenBound (V := V) (β := β) hα * ‖f‖ := by | |
| exact (frozenCLM hα a.toContinuousMap (ParabolicRadius.radius q)).le_opNorm f |>.trans | |
| (mul_le_mul_of_nonneg_right (norm_frozenCLM_le hα a.toContinuousMap _) (norm_nonneg _)) | |
| end FrozenParametrix | |
| namespace ParametrixVolterra | |
| section ContinuousSourceMultiply | |
| open scoped ZeroAtInfty BoundedContinuousFunction SchwartzMap Laplacian | |
| open FrozenParametrix StrongWeightedVolterra KernelPairing | |
| variable {V : Type} [NormedAddCommGroup V] | |
| variable {T α β : ℝ} | |
| variable (A : C(Slab T,V →ᵇ Icc α β)) | |
| lemma continuous_sourceMultiply (j : Time T →ᵇ C₀(V,ℂ)) : | |
| Continuous (fun t : Time T => C0Multiplier.mul (coefficient (A (now t)).toContinuousMap) (j t)) := | |
| C0Multiplier.continuous_mul_joint.comp | |
| ((continuous_coefficient_comp (fun t => A (now t)) (A.continuous.comp continuous_now)).prodMk j.continuous) | |
| lemma norm_sourceMultiply_le (j : Time T →ᵇ C₀(V,ℂ)) (t : Time T) : | |
| ‖C0Multiplier.mul (coefficient (A (now t)).toContinuousMap) (j t)‖ ≤ max |α| |β| * ‖j‖ := | |
| (C0Multiplier.norm_mul_le _ _).trans | |
| (mul_le_mul (norm_coefficient_le _) (j.norm_coe_le_norm t) (norm_nonneg _) | |
| ((abs_nonneg α).trans (le_max_left _ _))) | |
| def sourceMultiply (j : Time T →ᵇ C₀(V,ℂ)) : Time T →ᵇ C₀(V,ℂ) := | |
| .ofNormedAddCommGroup _ (continuous_sourceMultiply A j) _ (norm_sourceMultiply_le A j) | |
| lemma sourceMultiply_apply (j : Time T →ᵇ C₀(V,ℂ)) (t : Time T) : | |
| sourceMultiply A j t = C0Multiplier.mul (coefficient (A (now t)).toContinuousMap) (j t) := rfl | |
| lemma unweighted_sourceMultiply (j : Time T →ᵇ C₀(V,ℂ)) (t : Time T) : | |
| unweighted (sourceMultiply A j) t.val = | |
| C0Multiplier.mul (coefficient (A (now t)).toContinuousMap) (unweighted j t.val) := by | |
| rw [unweighted_at_time,unweighted_at_time,sourceMultiply_apply] | |
| ext x | |
| simp only [ZeroAtInftyContinuousMap.smul_apply,C0Multiplier.mul_apply] | |
| rw [mul_smul_comm] | |
| end ContinuousSourceMultiply | |
| open scoped ZeroAtInfty BoundedContinuousFunction SchwartzMap Laplacian | |
| open FrozenParametrix StrongWeightedVolterra KernelPairing VolterraIntegral | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {T α β : ℝ} | |
| variable (hα : 0 < α) (A : C(Slab T,V →ᵇ Icc α β)) | |
| def sourceFrozen (j : Time T →ᵇ C₀(V,ℂ)) (p : ℝ × Time T) : C₀(V,ℂ) := | |
| c0Time hα (A (now p.2)) (p.1-p.2.val) (unweighted j p.2.val) | |
| lemma continuous_sourceFrozen (j : Time T →ᵇ C₀(V,ℂ)) : Continuous (sourceFrozen hα A j) := | |
| continuous_c0Time_comp hα _ _ _ | |
| (A.continuous.comp (continuous_now.comp continuous_snd)) | |
| (continuous_fst.sub (continuous_subtype_val.comp continuous_snd)) | |
| ((continuous_unweighted_on_time j).comp continuous_snd) | |
| lemma norm_sourceFrozen_le (j : Time T →ᵇ C₀(V,ℂ)) (p : ℝ × Time T) : | |
| ‖sourceFrozen hα A j p‖ ≤ frozenBound (V := V) (β := β) hα * | |
| (p.2.val^(-3/4 : ℝ)*‖j‖) := | |
| (norm_c0Time_le hα _ _ _).trans (mul_le_mul_of_nonneg_left | |
| (norm_unweighted_le j p.2.val p.2.property.1) (frozenBound_nonneg hα)) | |
| lemma integrableOn_sourceFrozen_bound (j : Time T →ᵇ C₀(V,ℂ)) : | |
| IntegrableOn (fun s : ℝ => frozenBound (V := V) (β := β) hα*(s^(-3/4 : ℝ)*‖j‖)) (Ioc 0 T) := by | |
| have h := (intervalIntegral.intervalIntegrable_rpow' (a := 0) (b := T) | |
| (by norm_num : (-1:ℝ) < -3/4)).mul_const ‖j‖ |>.const_mul (frozenBound (V := V) (β := β) hα) | |
| exact h.1 | |
| lemma integrableOn_sourceFrozen_triangle (j : Time T →ᵇ C₀(V,ℂ)) : | |
| IntegrableOn (fun p : ℝ × ℝ => if p.2 < p.1 then | |
| sourceExtend (sourceFrozen hα A j) p.1 p.2 else 0) (Ioc 0 T ×ˢ Ioc 0 T) := | |
| integrableOn_sourceExtend_triangle _ (continuous_sourceFrozen hα A j) _ | |
| (integrableOn_sourceFrozen_bound hα j) (fun r s => norm_sourceFrozen_le hα A j (r,s)) | |
| lemma intervalIntegrable_sourceFrozen (j : Time T →ᵇ C₀(V,ℂ)) (r t : ℝ) (ht : t ∈ Icc 0 T) : | |
| IntervalIntegrable (sourceExtend (sourceFrozen hα A j) r) volume 0 t := by | |
| apply (intervalIntegrable_iff_integrableOn_Ioc_of_le ht.1).mpr | |
| exact (integrableOn_sourceExtend _ (continuous_sourceFrozen hα A j) _ | |
| (integrableOn_sourceFrozen_bound hα j) (fun r s => norm_sourceFrozen_le hα A j (r,s)) r).mono_set | |
| (Ioc_subset_Ioc le_rfl ht.2) | |
| def duhamel (j : Time T →ᵇ C₀(V,ℂ)) (t : ℝ) : C₀(V,ℂ) := | |
| ∫ s in (0 : ℝ)..t, sourceExtend (sourceFrozen hα A j) t s | |
| lemma sourceFrozen_eq_frozenRaw (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) | |
| (t : Time T) (s : ℝ) (hs : s ∈ Ioo 0 t.val) : | |
| sourceExtend (sourceFrozen hα A j) t.val s = frozenRaw hα A hT t s (unweighted j s) := by | |
| have hsT : s ∈ Ioc (0 : ℝ) T := ⟨hs.1,hs.2.le.trans t.property.2⟩ | |
| have hsT' : s ∈ Icc (0 : ℝ) T := ⟨hs.1.le,hsT.2⟩ | |
| rw [sourceExtend_apply _ _ _ hsT,frozenRaw,ite_eq_left hs,projIcc_of_mem hT hsT'] | |
| rfl | |
| lemma duhamel_eq_value (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) (t : Time T) : | |
| duhamel hα A j t.val = MildVolterra.value (mildKernel hα A) j t := by | |
| rw [duhamel,MildVolterra.value_eq_integral] | |
| apply intervalIntegral.integral_congr_Ioo_of_le t.property.1.le | |
| intro s hs | |
| dsimp only | |
| rw [rawKernel_eq_frozenRaw hα A hT] | |
| exact sourceFrozen_eq_frozenRaw hα A hT j t s hs | |
| lemma continuousOn_duhamel (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) : | |
| ContinuousOn (duhamel hα A j) (Ioc 0 T) := by | |
| apply continuousOn_iff_continuous_domRestrict.mpr | |
| change Continuous (fun t : Time T => duhamel hα A j t.val) | |
| simp_rw [duhamel_eq_value hα A hT j] | |
| exact MildVolterra.continuous_value (mildKernel hα A) (frozenBound (V := V) (β := β) hα) | |
| (frozenBound_nonneg hα) (norm_mildKernel_le hα A) j | |
| lemma continuousAt_duhamel (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) (t : ℝ) (ht : t ∈ Ioo 0 T) : | |
| ContinuousAt (duhamel hα A j) t := | |
| (continuousOn_duhamel hα A hT j).continuousAt (Ioc_mem_nhds ht.1 ht.2) | |
| lemma integrableOn_pair_sourceFrozen_triangle (j : Time T →ᵇ C₀(V,ℂ)) | |
| (L : C₀(V,ℂ) →L[ℂ] ℂ) : | |
| IntegrableOn (fun p : ℝ × ℝ => if p.2 < p.1 then | |
| L (sourceExtend (sourceFrozen hα A j) p.1 p.2) else 0) (Ioc 0 T ×ˢ Ioc 0 T) := by | |
| have hh := L.integrable_comp (integrableOn_sourceFrozen_triangle hα A j) | |
| simpa only [IntegrableOn,apply_ite,map_zero] using hh | |
| lemma sourceFrozen_weakFTC (j : Time T →ᵇ C₀(V,ℂ)) (φ : SchwartzMap V ℂ) | |
| (t : ℝ) (ht : t ∈ Icc 0 T) (s : ℝ) (hs : s ∈ Ioo 0 t) : | |
| pairCLM φ φ.integrable (sourceExtend (sourceFrozen hα A j) t s) - | |
| pairCLM φ φ.integrable (unweighted j s) = | |
| ∫ r in s..t, -pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| (sourceExtend (sourceFrozen hα A (sourceMultiply A j)) r s) := by | |
| have hsT : s ∈ Ioc (0 : ℝ) T := ⟨hs.1,hs.2.le.trans ht.2⟩ | |
| let s₁ : Time T := ⟨s,hsT⟩ | |
| let M := pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| let f₁ := C0Multiplier.mul (coefficient (A (now s₁)).toContinuousMap) (unweighted j s) | |
| have he (r : ℝ) : sourceExtend (sourceFrozen hα A (sourceMultiply A j)) r s = | |
| c0Time hα (A (now s₁)) (r-s) f₁ := by | |
| rw [sourceExtend_apply _ _ _ hsT] | |
| change c0Time hα (A (now s₁)) (r-s) (unweighted (sourceMultiply A j) s₁.val) = _ | |
| rw [unweighted_sourceMultiply] | |
| have hh := pair_c0Time_integral hα (A (now s₁)) (t-s) (sub_nonneg.mpr hs.2.le) | |
| (unweighted j s) φ | |
| simp_rw [he] | |
| change pairCLM φ φ.integrable (sourceExtend (sourceFrozen hα A j) t s) - | |
| pairCLM φ φ.integrable (unweighted j s) = ∫ r in s..t, -M (c0Time hα (A (now s₁)) (r-s) f₁) | |
| rw [intervalIntegral.integral_neg,intervalIntegral.integral_comp_sub_right | |
| (fun q => M (c0Time hα (A (now s₁)) q f₁)) s,sub_self, | |
| sourceExtend_apply _ _ _ hsT] | |
| change pairCLM φ φ.integrable (c0Time hα (A (now s₁)) (t-s) (unweighted j s)) - | |
| pairCLM φ φ.integrable (unweighted j s) = -∫ q in (0 : ℝ)..t-s, M (c0Time hα (A (now s₁)) q f₁) | |
| exact sub_eq_iff_eq_add.mpr (by convert hh using 1; abel) | |
| lemma pair_duhamel_integral (j : Time T →ᵇ C₀(V,ℂ)) (φ : SchwartzMap V ℂ) | |
| (t : ℝ) (ht : t ∈ Icc 0 T) : | |
| pairCLM φ φ.integrable (duhamel hα A j t) = | |
| (∫ s in (0 : ℝ)..t, pairCLM φ φ.integrable (unweighted j s)) - | |
| ∫ r in (0 : ℝ)..t, pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| (duhamel hα A (sourceMultiply A j) r) := by | |
| let L := pairCLM φ φ.integrable | |
| let M := pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| let K := sourceExtend (sourceFrozen hα A j) | |
| let Q := sourceExtend (sourceFrozen hα A (sourceMultiply A j)) | |
| have hK := intervalIntegrable_sourceFrozen hα A j t t ht | |
| have hu := intervalIntegrable_unweighted j t ht.1 | |
| have hA : IntervalIntegrable (fun s => L (K t s)) volume 0 t := | |
| ⟨L.integrable_comp hK.1,L.integrable_comp hK.2⟩ | |
| have hd : IntervalIntegrable (fun s => L (unweighted j s)) volume 0 t := | |
| ⟨L.integrable_comp hu.1,L.integrable_comp hu.2⟩ | |
| have hQ := (integrableOn_pair_sourceFrozen_triangle hα A (sourceMultiply A j) M).neg | |
| have hQt : IntegrableOn (fun p : ℝ × ℝ => if p.2 < p.1 then -M (Q p.1 p.2) else 0) | |
| (Ioc 0 t ×ˢ Ioc 0 t) := by | |
| have he : (fun p : ℝ × ℝ => if p.2 < p.1 then -M (Q p.1 p.2) else 0) = | |
| (fun p : ℝ × ℝ => -(if p.2 < p.1 then M (Q p.1 p.2) else 0)) := by | |
| funext p; split_ifs <;> simp | |
| rw [he] | |
| exact hQ.mono_set (Set.prod_mono (Ioc_subset_Ioc le_rfl ht.2) (Ioc_subset_Ioc le_rfl ht.2)) | |
| have hh := duhamel_integral_identity (fun r s => L (K r s)) (fun r s => -M (Q r s)) | |
| (fun s => L (unweighted j s)) ht.1 hA hd hQt (sourceFrozen_weakFTC hα A j φ t ht) | |
| have he : (∫ r in (0 : ℝ)..t, ∫ s in (0 : ℝ)..r, -M (Q r s)) = | |
| -(∫ r in (0 : ℝ)..t, M (duhamel hα A (sourceMultiply A j) r)) := by | |
| rw [← intervalIntegral.integral_neg] | |
| apply intervalIntegral.integral_congr_Ioo_of_le ht.1 | |
| intro r hr | |
| dsimp only | |
| rw [intervalIntegral.integral_neg] | |
| congr 1 | |
| exact M.intervalIntegral_comp_comm (intervalIntegrable_sourceFrozen hα A (sourceMultiply A j) r r | |
| ⟨hr.1.le,hr.2.le.trans ht.2⟩) | |
| rw [he] at hh | |
| rw [L.intervalIntegral_comp_comm hK] at hh | |
| exact hh | |
| lemma duhamel_zero (j : Time T →ᵇ C₀(V,ℂ)) : duhamel hα A j 0 = 0 := by simp [duhamel] | |
| lemma norm_duhamel_le (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) (t : ℝ) (ht : t ∈ Icc 0 T) : | |
| ‖duhamel hα A j t‖ ≤ t^(1/4 : ℝ)* | |
| ((∫ u : UnitTime, MildVolterra.massWeight u)*frozenBound (V := V) (β := β) hα*‖j‖) := by | |
| rcases eq_or_lt_of_le ht.1 with he | ht0 | |
| · subst t; rw [duhamel_zero,norm_zero,Real.zero_rpow (by norm_num : (1/4 : ℝ) ≠ 0),zero_mul] | |
| · let t₁ : Time T := ⟨t,ht0,ht.2⟩ | |
| change ‖duhamel hα A j t₁.val‖ ≤ _ | |
| rw [duhamel_eq_value hα A hT] | |
| exact MildVolterra.norm_value_le (mildKernel hα A) (frozenBound (V := V) (β := β) hα) | |
| (frozenBound_nonneg hα) (norm_mildKernel_le hα A) j t₁ | |
| lemma continuousWithinAt_duhamel_zero (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) : | |
| ContinuousWithinAt (duhamel hα A j) (Icc 0 T) 0 := by | |
| change Tendsto (duhamel hα A j) (𝓝[Icc 0 T] 0) (𝓝 (duhamel hα A j 0)) | |
| rw [duhamel_zero] | |
| apply tendsto_zero_iff_norm_tendsto_zero.mpr | |
| apply squeeze_zero' (Eventually.of_forall (fun t => norm_nonneg _)) | |
| (show ∀ᶠ t in 𝓝[Icc 0 T] 0, ‖duhamel hα A j t‖ ≤ t^(1/4 : ℝ)* | |
| ((∫ u : UnitTime, MildVolterra.massWeight u)*frozenBound (V := V) (β := β) hα*‖j‖) from | |
| by | |
| filter_upwards [self_mem_nhdsWithin] with t ht | |
| exact norm_duhamel_le hα A hT j t ht) | |
| have hc : Continuous (fun t : ℝ => t^(1/4 : ℝ)* | |
| ((∫ u : UnitTime, MildVolterra.massWeight u)*frozenBound (V := V) (β := β) hα*‖j‖)) := | |
| (Real.continuous_rpow_const (by norm_num : (0:ℝ) ≤ 1/4)).mul_const _ | |
| simpa only [Real.zero_rpow (by norm_num : (1/4 : ℝ) ≠ 0),zero_mul] using | |
| (hc.tendsto 0).mono_left nhdsWithin_le_nhds | |
| lemma continuousOn_duhamel_Icc (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) : | |
| ContinuousOn (duhamel hα A j) (Icc 0 T) := by | |
| intro t ht | |
| rcases eq_or_lt_of_le ht.1 with he | ht0 | |
| · subst t; exact continuousWithinAt_duhamel_zero hα A hT j | |
| · apply ((continuousOn_duhamel hα A hT j) t ⟨ht0,ht.2⟩).mono_of_mem_nhdsWithin | |
| filter_upwards [self_mem_nhdsWithin,mem_nhdsWithin_of_mem_nhds (Ioi_mem_nhds ht0)] with r hr hr0 | |
| exact ⟨hr0,hr.2⟩ | |
| lemma intervalIntegrable_duhamel (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) (t : ℝ) (ht : t ∈ Icc 0 T) : | |
| IntervalIntegrable (duhamel hα A j) volume 0 t := by | |
| apply ContinuousOn.intervalIntegrable | |
| rw [uIcc_of_le ht.1] | |
| exact (continuousOn_duhamel_Icc hα A hT j).mono (Icc_subset_Icc le_rfl ht.2) | |
| lemma hasDerivAt_pair_duhamel (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) (φ : SchwartzMap V ℂ) | |
| (t : ℝ) (ht : t ∈ Ioo 0 T) : | |
| HasDerivAt (fun r => pairCLM φ φ.integrable (duhamel hα A j r)) | |
| (pairCLM φ φ.integrable (unweighted j t) - | |
| pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| (duhamel hα A (sourceMultiply A j) t)) t := by | |
| let L := pairCLM φ φ.integrable | |
| let M := pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| have hu := intervalIntegrable_unweighted j t ht.1.le | |
| have hD := intervalIntegrable_duhamel hα A hT (sourceMultiply A j) t ⟨ht.1.le,ht.2.le⟩ | |
| have huc : ContinuousOn (unweighted j) (Ioc 0 T) := | |
| continuousOn_iff_continuous_domRestrict.mpr (continuous_unweighted_on_time j) | |
| have hc₁ : ContinuousOn (fun r => L (unweighted j r)) (Ioo 0 T) := | |
| L.continuous.comp_continuousOn (huc.mono Ioo_subset_Ioc_self) | |
| have hc₂ : ContinuousOn (fun r => M (duhamel hα A (sourceMultiply A j) r)) (Ioo 0 T) := | |
| M.continuous.comp_continuousOn ((continuousOn_duhamel hα A hT _).mono Ioo_subset_Ioc_self) | |
| have hd₁ := intervalIntegral.integral_hasDerivAt_right | |
| (show IntervalIntegrable (fun r => L (unweighted j r)) volume 0 t from | |
| ⟨L.integrable_comp hu.1,L.integrable_comp hu.2⟩) | |
| (ContinuousOn.stronglyMeasurableAtFilter isOpen_Ioo hc₁ t ht) | |
| (hc₁.continuousAt (Ioo_mem_nhds ht.1 ht.2)) | |
| have hd₂ := intervalIntegral.integral_hasDerivAt_right | |
| (show IntervalIntegrable (fun r => M (duhamel hα A (sourceMultiply A j) r)) volume 0 t from | |
| ⟨M.integrable_comp hD.1,M.integrable_comp hD.2⟩) | |
| (ContinuousOn.stronglyMeasurableAtFilter isOpen_Ioo hc₂ t ht) | |
| (hc₂.continuousAt (Ioo_mem_nhds ht.1 ht.2)) | |
| apply (hd₁.sub hd₂).congr_of_eventuallyEq | |
| filter_upwards [Ioo_mem_nhds ht.1 ht.2] with r hr | |
| exact pair_duhamel_integral hα A j φ r ⟨hr.1.le,hr.2.le⟩ | |
| end ParametrixVolterra | |
| namespace FrozenParametrix | |
| open scoped SchwartzMap Laplacian ZeroAtInfty BoundedContinuousFunction | |
| open BiharmonicKernel KernelPairing | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {α β : ℝ} | |
| lemma pair_fullResidual (hα : 0 < α) (a₀ a₁ : V →ᵇ Icc α β) (b : V →ᵇ ℂ) | |
| (q : ℝ) (hq : 0 < q) (f : C₀(V,ℂ)) (φ ψ : SchwartzMap V ℂ) | |
| (hψ : ∀ x, ψ x = ((a₁ x).val : ℂ)*φ x) : | |
| pairCLM φ φ.integrable (fullResidualCLM hα a₀.toContinuousMap a₁.toContinuousMap b | |
| (ParabolicRadius.radius q) f) = | |
| -pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| (c0Time hα a₀ q (C0Multiplier.mul (coefficient a₀.toContinuousMap) f)) + | |
| pairCLM (Δ (Δ ψ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ ψ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable (c0Time hα a₀ q f) + | |
| pairCLM (fun x => φ x*b x) (integrable_pair φ φ.integrable b) (c0Time hα a₀ q f) := by | |
| have h := weak_frozen_residual hα a₀.toContinuousMap a₁.toContinuousMap b q hq f φ ψ hψ | |
| rw [(hasDerivAt_pair_timeValue hα a₀.toContinuousMap q hq f φ).deriv] at h | |
| simpa only [pairCLM_apply,c0Time_apply hα a₀ q hq] using h.symm | |
| end FrozenParametrix | |
| namespace ParametrixVolterra | |
| open scoped ZeroAtInfty BoundedContinuousFunction SchwartzMap Laplacian | |
| open FrozenParametrix StrongWeightedVolterra KernelPairing VolterraIntegral | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {T α β : ℝ} | |
| variable (hα : 0 < α) (A : C(Slab T,V →ᵇ Icc α β)) (b : C(Slab T,V →ᵇ ℂ)) | |
| def adjointPair (t : Time T) (φ ψ : SchwartzMap V ℂ) : C₀(V,ℂ) →L[ℂ] ℂ := | |
| pairCLM (Δ (Δ ψ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ ψ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable + | |
| pairCLM (fun x => φ x*b (now t) x) (integrable_pair φ φ.integrable (b (now t))) | |
| lemma pair_residualKernel (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) (t : Time T) | |
| (φ ψ : SchwartzMap V ℂ) (hψ : ∀ x, ψ x = ((A (now t) x).val : ℂ)*φ x) | |
| (s : ℝ) (hs : s ∈ Ioo 0 t.val) : | |
| pairCLM φ φ.integrable (residualKernel hα A b hT t s (unweighted j s)) = | |
| -pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| (sourceExtend (sourceFrozen hα A (sourceMultiply A j)) t.val s) + | |
| adjointPair b t φ ψ (sourceExtend (sourceFrozen hα A j) t.val s) := by | |
| have hsT : s ∈ Ioc (0:ℝ) T := ⟨hs.1,hs.2.le.trans t.property.2⟩ | |
| have hsT' : s ∈ Icc (0:ℝ) T := ⟨hs.1.le,hsT.2⟩ | |
| let s₁ : Time T := ⟨s,hsT⟩ | |
| rw [residualKernel,ite_eq_left hs,projIcc_of_mem hT hsT'] | |
| rw [sourceExtend_apply _ _ _ hsT,sourceExtend_apply _ _ _ hsT] | |
| change pairCLM φ φ.integrable (actualResidual hα A b t (now s₁) (unweighted j s)) = _ | |
| dsimp only [sourceFrozen] | |
| rw [show unweighted (sourceMultiply A j) s = | |
| C0Multiplier.mul (coefficient (A (now s₁)).toContinuousMap) (unweighted j s) from | |
| unweighted_sourceMultiply A j s₁] | |
| simpa only [actualResidual,adjointPair,add_apply,now,s₁,add_assoc] using | |
| pair_fullResidual hα (A (now s₁)) (A (now t)) (b (now t)) (t.val-s) | |
| (sub_pos.mpr hs.2) (unweighted j s) φ ψ hψ | |
| lemma pair_integral_residualKernel (hT : 0 ≤ T) (j : Time T →ᵇ C₀(V,ℂ)) (t : Time T) | |
| (hi : IntervalIntegrable (fun s => residualKernel hα A b hT t s (unweighted j s)) volume 0 t.val) | |
| (φ ψ : SchwartzMap V ℂ) (hψ : ∀ x, ψ x = ((A (now t) x).val : ℂ)*φ x) : | |
| pairCLM φ φ.integrable (∫ s in (0:ℝ)..t.val, residualKernel hα A b hT t s (unweighted j s)) = | |
| -pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| (duhamel hα A (sourceMultiply A j) t.val) + | |
| adjointPair b t φ ψ (duhamel hα A j t.val) := by | |
| let L := pairCLM φ φ.integrable | |
| let M := pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| let N := adjointPair b t φ ψ | |
| have hi₁ := intervalIntegrable_sourceFrozen hα A (sourceMultiply A j) t.val t.val | |
| ⟨t.property.1.le,t.property.2⟩ | |
| have hi₂ := intervalIntegrable_sourceFrozen hα A j t.val t.val ⟨t.property.1.le,t.property.2⟩ | |
| have hm : IntervalIntegrable (fun s => M (sourceExtend (sourceFrozen hα A (sourceMultiply A j)) t.val s)) volume 0 t.val := | |
| ⟨M.integrable_comp hi₁.1,M.integrable_comp hi₁.2⟩ | |
| have hn : IntervalIntegrable (fun s => N (sourceExtend (sourceFrozen hα A j) t.val s)) volume 0 t.val := | |
| ⟨N.integrable_comp hi₂.1,N.integrable_comp hi₂.2⟩ | |
| rw [← L.intervalIntegral_comp_comm hi] | |
| calc | |
| _ = ∫ s in (0:ℝ)..t.val, | |
| -M (sourceExtend (sourceFrozen hα A (sourceMultiply A j)) t.val s) + | |
| N (sourceExtend (sourceFrozen hα A j) t.val s) := by | |
| apply intervalIntegral.integral_congr_Ioo_of_le t.property.1.le | |
| intro s hs | |
| exact pair_residualKernel hα A b hT j t φ ψ hψ s hs | |
| _ = _ := by | |
| rw [intervalIntegral.integral_add (f := fun s => -M (sourceExtend (sourceFrozen hα A (sourceMultiply A j)) t.val s)) | |
| (g := fun s => N (sourceExtend (sourceFrozen hα A j) t.val s)) hm.neg hn,intervalIntegral.integral_neg, | |
| M.intervalIntegral_comp_comm hi₁,N.intervalIntegral_comp_comm hi₂] | |
| rfl | |
| def mildTime (hT : 0 ≤ T) (d : C₀(V,ℂ)) (j : Time T →ᵇ C₀(V,ℂ)) (t : ℝ) : C₀(V,ℂ) := | |
| c0Time hα (A (initial hT)) t d + duhamel hα A j t | |
| lemma mildTime_zero (hT : 0 ≤ T) (d : C₀(V,ℂ)) (j : Time T →ᵇ C₀(V,ℂ)) : | |
| mildTime hα A hT d j 0 = d := by rw [mildTime,c0Time_zero,duhamel_zero,add_zero] | |
| lemma continuousOn_mildTime (hT : 0 ≤ T) (d : C₀(V,ℂ)) (j : Time T →ᵇ C₀(V,ℂ)) : | |
| ContinuousOn (mildTime hα A hT d j) (Icc 0 T) := | |
| (continuous_c0Time hα (A (initial hT)) d).continuousOn.add (continuousOn_duhamel_Icc hα A hT j) | |
| lemma hasDerivAt_pair_mildTime (hT : 0 ≤ T) (d : C₀(V,ℂ)) (j l : Time T →ᵇ C₀(V,ℂ)) | |
| (hi : ∀ t : Time T, IntervalIntegrable | |
| (fun s => residualKernel hα A b hT t s (unweighted j s)) volume 0 t.val) | |
| (hj : ∀ t : Time T, unweighted j t.val + ∫ s in 0..t.val, | |
| residualKernel hα A b hT t s (unweighted j s) = l t-actualResidual hα A b t (initial hT) d) | |
| (t : Time T) (ht : t.val < T) (φ ψ : SchwartzMap V ℂ) | |
| (hψ : ∀ x, ψ x = ((A (now t) x).val : ℂ)*φ x) : | |
| HasDerivAt (fun r => pairCLM φ φ.integrable (mildTime hα A hT d j r)) | |
| (pairCLM φ φ.integrable (l t)-adjointPair b t φ ψ (mildTime hα A hT d j t.val)) t.val := by | |
| let L := pairCLM φ φ.integrable | |
| let M := pairCLM (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ) | |
| (Δ (Δ φ : SchwartzMap V ℂ) : SchwartzMap V ℂ).integrable | |
| let N := adjointPair b t φ ψ | |
| have h₁ := hasDerivAt_pair_c0Time hα (A (initial hT)) t.val t.property.1 d φ | |
| have h₂ := hasDerivAt_pair_duhamel hα A hT j φ t.val ⟨t.property.1,ht⟩ | |
| have he₁ := pair_fullResidual hα (A (initial hT)) (A (now t)) (b (now t)) t.val t.property.1 d φ ψ hψ | |
| have he₂ := pair_integral_residualKernel hα A b hT j t (hi t) φ ψ hψ | |
| have he := congrArg L (hj t) | |
| simp only [map_add,map_sub] at he | |
| change L (unweighted j t.val) + L (∫ s in 0..t.val, | |
| residualKernel hα A b hT t s (unweighted j s)) = L (l t)-L (actualResidual hα A b t (initial hT) d) at he | |
| rw [he₂] at he | |
| have he₁' : L (actualResidual hα A b t (initial hT) d) = | |
| -M (c0Time hα (A (initial hT)) t.val | |
| (C0Multiplier.mul (coefficient (A (initial hT)).toContinuousMap) d)) + | |
| N (c0Time hα (A (initial hT)) t.val d) := by | |
| simpa only [L,M,N,actualResidual,initial,sub_zero,adjointPair,add_apply,add_assoc] using he₁ | |
| rw [he₁'] at he | |
| have hd := h₁.add h₂ | |
| have heq : (-M (c0Time hα (A (initial hT)) t.val | |
| (C0Multiplier.mul (coefficient (A (initial hT)).toContinuousMap) d))) + | |
| (L (unweighted j t.val)-M (duhamel hα A (sourceMultiply A j) t.val)) = | |
| L (l t)-N (mildTime hα A hT d j t.val) := by | |
| rw [mildTime,map_add] | |
| linear_combination he | |
| rw [heq] at hd | |
| apply hd.congr_of_eventuallyEq | |
| exact Eventually.of_forall (fun r => L.map_add _ _) | |
| end ParametrixVolterra | |
| namespace StrongWeightedVolterra | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℂ E] | |
| variable {T : ℝ} | |
| def dampWeight (u : UnitTime) : ℝ := u.val^(-3/4 : ℝ)*(1-u.val)^(-7/8 : ℝ) | |
| lemma dampWeight_nonneg (u : UnitTime) : 0 ≤ dampWeight u := | |
| mul_nonneg (Real.rpow_nonneg u.property.1.le _) | |
| (Real.rpow_nonneg (sub_pos.mpr u.property.2).le _) | |
| lemma integrable_dampWeight : Integrable dampWeight := by | |
| have hb := (Complex.betaIntegral_convergent | |
| (u := (1/4 : ℂ)) (v := (1/8 : ℂ)) (by norm_num) (by norm_num)).norm.1 | |
| have hi := hb.mono_set Ioo_subset_Ioc_self | |
| have he : EqOn (fun x : ℝ => ‖(x : ℂ)^((1/4 : ℂ)-1) * | |
| (1-(x : ℂ))^((1/8 : ℂ)-1)‖) | |
| (fun x : ℝ => x^(-3/4 : ℝ)*(1-x)^(-7/8 : ℝ)) (Ioo 0 1) := by | |
| intro x hx | |
| dsimp only | |
| rw [norm_mul] | |
| have hq : (1/4 : ℂ)-1 = ((-3/4 : ℝ) : ℂ) := by norm_num | |
| have hr : (1/8 : ℂ)-1 = ((-7/8 : ℝ) : ℂ) := by norm_num | |
| rw [hq,hr, show (1 : ℂ)-(x : ℂ) = ((1-x : ℝ) : ℂ) by push_cast; rfl, | |
| Complex.norm_cpow_real, Complex.norm_cpow_real, | |
| Complex.norm_real, Complex.norm_real, Real.norm_eq_abs, Real.norm_eq_abs, | |
| abs_of_pos hx.1, abs_of_pos (sub_pos.mpr hx.2)] | |
| have hw := hi.congr_fun he measurableSet_Ioo | |
| exact (integrableOn_iff_comap_subtypeVal measurableSet_Ioo).mp hw | |
| lemma eighth_exp_neg_le_one (x : ℝ) (hx : 0 ≤ x) : | |
| x^(1/8 : ℝ)*Real.exp (-x) ≤ 1 := by | |
| by_cases h : x ≤ 1 | |
| · calc | |
| _ ≤ 1*1 := mul_le_mul (Real.rpow_le_one hx h (by norm_num)) | |
| (Real.exp_le_one_iff.mpr (by linarith)) (Real.exp_pos _).le (by norm_num) | |
| _ = _ := one_mul _ | |
| · calc | |
| _ ≤ x*Real.exp (-x) := mul_le_mul_of_nonneg_right | |
| (Real.rpow_le_self_of_one_le (le_of_not_ge h) (by norm_num)) (Real.exp_pos _).le | |
| _ ≤ Real.exp (-1) := Real.mul_exp_neg_le_exp_neg_one x | |
| _ ≤ 1 := Real.exp_le_one_iff.mpr (by norm_num) | |
| lemma eighth_exp_scale_le (κ t v : ℝ) (hκ : 0 < κ) (ht : 0 < t) (hv : 0 < v) : | |
| t^(1/8 : ℝ)*Real.exp (-κ*t*v) ≤ κ^(-1/8 : ℝ)*v^(-1/8 : ℝ) := by | |
| have hb := eighth_exp_neg_le_one (κ*t*v) (by positivity) | |
| have hcκ : κ^(-1/8 : ℝ)*κ^(1/8 : ℝ)=1 := by rw [← Real.rpow_add hκ]; norm_num | |
| have hcv : v^(-1/8 : ℝ)*v^(1/8 : ℝ)=1 := by rw [← Real.rpow_add hv]; norm_num | |
| calc | |
| _ = (κ^(-1/8 : ℝ)*v^(-1/8 : ℝ))*((κ*t*v)^(1/8 : ℝ)*Real.exp (-(κ*t*v))) := by | |
| rw [Real.mul_rpow (mul_pos hκ ht).le hv.le,Real.mul_rpow hκ.le ht.le] | |
| calc | |
| _ = (κ^(-1/8 : ℝ)*κ^(1/8 : ℝ))*(v^(-1/8 : ℝ)*v^(1/8 : ℝ))* | |
| (t^(1/8 : ℝ)*Real.exp (-κ*t*v)) := by rw [hcκ,hcv]; ring | |
| _ = _ := by | |
| rw [show -(κ*t*v) = -κ*t*v by ring] | |
| ring | |
| _ ≤ (κ^(-1/8 : ℝ)*v^(-1/8 : ℝ))*1 := | |
| mul_le_mul_of_nonneg_left hb (by positivity) | |
| _ = _ := mul_one _ | |
| lemma damp_scalar_bound (κ : ℝ) (hκ : 0 < κ) (t : Time T) (ht : t.val ≤ 1) (u : UnitTime) : | |
| t.val^(1/4 : ℝ)*weight u*Real.exp (-κ*(t.val*(1-u.val))) ≤ | |
| κ^(-1/8 : ℝ)*dampWeight u := by | |
| have hu : 0 < 1-u.val := sub_pos.mpr u.property.2 | |
| have ht8 : t.val^(1/8 : ℝ) ≤ 1 := Real.rpow_le_one t.property.1.le ht (by norm_num) | |
| have he := eighth_exp_scale_le κ t.val (1-u.val) hκ t.property.1 hu | |
| have hpow : t.val^(1/4 : ℝ) = t.val^(1/8 : ℝ)*t.val^(1/8 : ℝ) := by | |
| rw [← Real.rpow_add t.property.1]; norm_num | |
| have hmul : weight u*(1-u.val)^(-1/8 : ℝ)=dampWeight u := by | |
| rw [weight,dampWeight,mul_assoc,← Real.rpow_add hu]; norm_num | |
| calc | |
| _ = (t.val^(1/8 : ℝ)*weight u)*(t.val^(1/8 : ℝ)*Real.exp (-κ*t.val*(1-u.val))) := by | |
| rw [hpow,show -κ*(t.val*(1-u.val)) = -κ*t.val*(1-u.val) by ring] | |
| ring | |
| _ ≤ (1*weight u)*(κ^(-1/8 : ℝ)*(1-u.val)^(-1/8 : ℝ)) := | |
| mul_le_mul (mul_le_mul_of_nonneg_right ht8 (weight_nonneg u)) he (mul_nonneg (Real.rpow_nonneg t.property.1.le _) (Real.exp_pos _).le) | |
| (mul_nonneg (by norm_num) (weight_nonneg u)) | |
| _ = _ := by rw [one_mul,← hmul]; ring | |
| def dampKernel (N : Kernel T E) (κ : ℝ) : Kernel T E where | |
| toFun p := Real.exp (-κ*(p.1.val*(1-p.2.val))) • N p | |
| continuous_apply := by | |
| change Continuous (fun p : (Time T × UnitTime) × E => | |
| Real.exp (-κ*(p.1.1.val*(1-p.1.2.val))) • N p.1 p.2) | |
| exact (by fun_prop : Continuous (fun p : (Time T × UnitTime) × E => | |
| Real.exp (-κ*(p.1.1.val*(1-p.1.2.val))))).smul N.continuous_apply | |
| lemma norm_dampKernel_le (N : Kernel T E) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p, ‖N p‖ ≤ C) (κ : ℝ) (hκ : 0 ≤ κ) (p : Time T × UnitTime) : | |
| ‖dampKernel N κ p‖ ≤ C := by | |
| change ‖Real.exp (-κ*(p.1.val*(1-p.2.val))) • N p‖ ≤ _ | |
| rw [norm_smul,Real.norm_eq_abs,abs_of_pos (Real.exp_pos _)] | |
| have he : Real.exp (-κ*(p.1.val*(1-p.2.val))) ≤ 1 := | |
| Real.exp_le_one_iff.mpr (by | |
| rw [neg_mul] | |
| exact neg_nonpos.mpr (mul_nonneg hκ (mul_nonneg p.1.property.1.le (sub_pos.mpr p.2.property.2).le))) | |
| exact (mul_le_mul_of_nonneg_left (hN p) (Real.exp_pos _).le).trans | |
| (mul_le_of_le_one_left hC he) | |
| lemma norm_damp_data_le (N : Kernel T E) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p, ‖N p‖ ≤ C) (κ : ℝ) (hκ : 0 < κ) (ht : T ≤ 1) | |
| (j : Time T →ᵇ E) (t : Time T) (u : UnitTime) : | |
| ‖t.val^(1/4 : ℝ) • data (dampKernel N κ) j t u‖ ≤ | |
| κ^(-1/8 : ℝ)*dampWeight u*(C*‖j‖) := by | |
| change ‖t.val^(1/4 : ℝ) • (weight u • | |
| ((Real.exp (-κ*(t.val*(1-u.val))) • N (t,u)) (j (lag t u))))‖ ≤ _ | |
| rw [smul_apply,smul_smul,smul_smul,norm_smul,Real.norm_eq_abs,abs_of_nonneg (mul_nonneg (mul_nonneg (Real.rpow_nonneg t.property.1.le _) | |
| (weight_nonneg u)) (Real.exp_pos _).le)] | |
| calc | |
| _ ≤ (t.val^(1/4 : ℝ)*weight u*Real.exp (-κ*(t.val*(1-u.val))))*(C*‖j‖) := | |
| mul_le_mul_of_nonneg_left ((N (t,u)).le_opNorm _ |>.trans | |
| (mul_le_mul (hN _) (j.norm_coe_le_norm _) (norm_nonneg _) hC)) | |
| (mul_nonneg (mul_nonneg (Real.rpow_nonneg t.property.1.le _) (weight_nonneg u)) (Real.exp_pos _).le) | |
| _ ≤ _ := mul_le_mul_of_nonneg_right (damp_scalar_bound κ hκ t (t.property.2.trans ht) u) | |
| (mul_nonneg hC (norm_nonneg _)) | |
| lemma norm_damp_value_le (N : Kernel T E) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p, ‖N p‖ ≤ C) (κ : ℝ) (hκ : 0 < κ) (ht : T ≤ 1) | |
| (j : Time T →ᵇ E) (t : Time T) : | |
| ‖value (dampKernel N κ) j t‖ ≤ (κ^(-1/8 : ℝ)*(∫ u : UnitTime, dampWeight u)*C)*‖j‖ := by | |
| rw [value,← integral_smul] | |
| calc | |
| _ ≤ ∫ u : UnitTime, κ^(-1/8 : ℝ)*dampWeight u*(C*‖j‖) := | |
| norm_integral_le_of_norm_le ((integrable_dampWeight.const_mul _).mul_const _) | |
| (Eventually.of_forall (norm_damp_data_le N C hC hN κ hκ ht j t)) | |
| _ = _ := by rw [integral_mul_const,integral_const_mul]; ring | |
| lemma norm_timeExp_le (c : ℝ) (j : Time T →ᵇ E) (t : Time T) : | |
| ‖Real.exp (c*t.val) • j t‖ ≤ Real.exp (|c| * T)*‖j‖ := by | |
| rw [norm_smul,Real.norm_eq_abs,abs_of_pos (Real.exp_pos _)] | |
| exact mul_le_mul (Real.exp_le_exp.mpr ((mul_le_mul_of_nonneg_right (le_abs_self c) t.property.1.le).trans | |
| (mul_le_mul_of_nonneg_left t.property.2 (abs_nonneg c)))) (j.norm_coe_le_norm t) | |
| (norm_nonneg _) (Real.exp_pos _).le | |
| def timeExp (c : ℝ) (j : Time T →ᵇ E) : Time T →ᵇ E := | |
| .ofNormedAddCommGroup (fun t => Real.exp (c*t.val) • j t) | |
| ((Real.continuous_exp.comp (continuous_const.mul continuous_subtype_val)).smul j.continuous) | |
| _ (norm_timeExp_le c j) | |
| lemma timeExp_apply (c : ℝ) (j : Time T →ᵇ E) (t : Time T) : | |
| timeExp c j t = Real.exp (c*t.val) • j t := rfl | |
| lemma timeExp_norm_le (c : ℝ) (j : Time T →ᵇ E) : | |
| ‖timeExp c j‖ ≤ Real.exp (|c| * T)*‖j‖ := | |
| (BoundedContinuousFunction.norm_le (mul_nonneg (Real.exp_pos _).le (norm_nonneg _))).mpr | |
| (norm_timeExp_le c j) | |
| lemma timeExp_add (c : ℝ) (j k : Time T →ᵇ E) : | |
| timeExp c (j+k) = timeExp c j+timeExp c k := by | |
| ext t | |
| simp only [timeExp_apply,BoundedContinuousFunction.add_apply,smul_add] | |
| lemma timeExp_comp (c d : ℝ) (j : Time T →ᵇ E) : | |
| timeExp c (timeExp d j) = timeExp (c+d) j := by | |
| ext t | |
| simp only [timeExp_apply,smul_smul,← Real.exp_add,add_mul] | |
| lemma timeExp_zero (j : Time T →ᵇ E) : timeExp 0 j = j := by | |
| ext t | |
| simp only [timeExp_apply,zero_mul,Real.exp_zero,one_smul] | |
| lemma damp_data_conjugation (N : Kernel T E) (κ : ℝ) (j : Time T →ᵇ E) (t : Time T) (u : UnitTime) : | |
| data (dampKernel N κ) j t u = Real.exp (-κ*t.val) • data N (timeExp κ j) t u := by | |
| change weight u • ((Real.exp (-κ*(t.val*(1-u.val))) • N (t,u)) (j (lag t u))) = _ | |
| rw [smul_apply,data,timeExp_apply,ContinuousLinearMap.map_smul_of_tower,smul_smul,smul_smul,smul_smul] | |
| congr 1 | |
| change weight u*Real.exp (-κ*(t.val*(1-u.val))) = | |
| Real.exp (-κ*t.val)*weight u*Real.exp (κ*(t.val*u.val)) | |
| calc | |
| _ = weight u*Real.exp (-κ*t.val+κ*(t.val*u.val)) := by congr 2; ring | |
| _ = _ := by rw [Real.exp_add]; ring | |
| lemma damp_value_conjugation (N : Kernel T E) (κ : ℝ) (j : Time T →ᵇ E) (t : Time T) : | |
| value (dampKernel N κ) j t = Real.exp (-κ*t.val) • value N (timeExp κ j) t := by | |
| unfold value | |
| simp_rw [damp_data_conjugation] | |
| rw [integral_smul,smul_comm] | |
| lemma damp_operator_conjugation (N : Kernel T E) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p, ‖N p‖ ≤ C) (κ : ℝ) (hκ : 0 ≤ κ) (hT : 0 ≤ T) (j : Time T →ᵇ E) : | |
| operator (dampKernel N κ) C hC (norm_dampKernel_le N C hC hN κ hκ) hT j = | |
| timeExp (-κ) (operator N C hC hN hT (timeExp κ j)) := by | |
| ext t | |
| exact damp_value_conjugation N κ j t | |
| lemma norm_damp_operator_le (N : Kernel T E) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p, ‖N p‖ ≤ C) (κ : ℝ) (hκ : 0 < κ) (hT : 0 ≤ T) (ht : T ≤ 1) | |
| (j : Time T →ᵇ E) : | |
| ‖operator (dampKernel N κ) C hC (norm_dampKernel_le N C hC hN κ hκ.le) hT j‖ ≤ | |
| (κ^(-1/8 : ℝ)*(∫ u : UnitTime, dampWeight u)*C)*‖j‖ := by | |
| apply (BoundedContinuousFunction.norm_le (mul_nonneg | |
| (mul_nonneg (mul_nonneg (Real.rpow_nonneg hκ.le _) (integral_nonneg dampWeight_nonneg)) hC) | |
| (norm_nonneg _))).mpr | |
| exact norm_damp_value_le N C hC hN κ hκ ht j | |
| lemma norm_damp_operatorCLM_le (N : Kernel T E) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p, ‖N p‖ ≤ C) (κ : ℝ) (hκ : 0 < κ) (hT : 0 ≤ T) (ht : T ≤ 1) : | |
| ‖operatorCLM (dampKernel N κ) C hC (norm_dampKernel_le N C hC hN κ hκ.le) hT‖ ≤ | |
| κ^(-1/8 : ℝ)*(∫ u : UnitTime, dampWeight u)*C := by | |
| apply ContinuousLinearMap.opNorm_le_bound _ | |
| (mul_nonneg (mul_nonneg (Real.rpow_nonneg hκ.le _) (integral_nonneg dampWeight_nonneg)) hC) | |
| exact norm_damp_operator_le N C hC hN κ hκ hT ht | |
| lemma exists_damping_small (C : ℝ) : | |
| ∃ κ : ℝ, 0 < κ ∧ κ^(-1/8 : ℝ)*(∫ u : UnitTime, dampWeight u)*C < 1 := by | |
| have ht : Tendsto (fun κ : ℝ => κ^(-1/8 : ℝ)*(∫ u : UnitTime, dampWeight u)*C) atTop (𝓝 0) := by | |
| simpa only [zero_mul,neg_div] using ((tendsto_rpow_neg_atTop (by norm_num : (0:ℝ) < 1/8)).mul_const | |
| (∫ u : UnitTime, dampWeight u)).mul_const C | |
| exact ((eventually_gt_atTop (0:ℝ)).and (ht.eventually (gt_mem_nhds (by norm_num : (0:ℝ) < 1)))).exists | |
| theorem exists_unique_solution_full [CompleteSpace E] (N : Kernel T E) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p, ‖N p‖ ≤ C) (hT : 0 ≤ T) (ht : T ≤ 1) (g : Time T →ᵇ E) : | |
| ∃! j : Time T →ᵇ E, j+operator N C hC hN hT j=g := by | |
| obtain ⟨κ,hκ,hsmall⟩ := exists_damping_small C | |
| let M := dampKernel N κ | |
| have hM := norm_dampKernel_le N C hC hN κ hκ.le | |
| let A := operatorCLM M C hC hM hT | |
| have hA : ‖A‖ < 1 := (norm_damp_operatorCLM_le N C hC hN κ hκ hT ht).trans_lt hsmall | |
| let g₀ := timeExp (-κ) g | |
| let f : (Time T →ᵇ E) → (Time T →ᵇ E) := fun j => g₀-A j | |
| have hf : ContractingWith ‖A‖₊ f := by | |
| refine ⟨hA,LipschitzWith.of_dist_le_mul (fun j k => ?_)⟩ | |
| rw [dist_eq_norm,dist_eq_norm] | |
| change ‖(g₀-A j)-(g₀-A k)‖ ≤ ‖A‖*‖j-k‖ | |
| rw [sub_sub_sub_cancel_left,← A.map_sub,norm_sub_rev j k] | |
| exact A.le_opNorm (k-j) | |
| have hsolve : hf.fixedPoint+operator M C hC hM hT hf.fixedPoint = g₀ := | |
| eq_sub_iff_add_eq.mp hf.fixedPoint_isFixedPt.symm | |
| let j := timeExp κ hf.fixedPoint | |
| have hj : j+operator N C hC hN hT j=g := by | |
| have he := congrArg (timeExp κ) hsolve | |
| rw [damp_operator_conjugation N C hC hN κ hκ.le hT,timeExp_add,timeExp_comp, | |
| add_neg_cancel,timeExp_zero] at he | |
| simpa only [g₀,timeExp_comp,add_neg_cancel,timeExp_zero] using he | |
| refine ⟨j,hj,fun k hk => ?_⟩ | |
| have hk₀ : timeExp (-κ) k+operator M C hC hM hT (timeExp (-κ) k)=g₀ := by | |
| rw [damp_operator_conjugation N C hC hN κ hκ.le hT,timeExp_comp,add_neg_cancel,timeExp_zero] | |
| rw [← timeExp_add,hk] | |
| have hfix : f (timeExp (-κ) k)=timeExp (-κ) k := (eq_sub_iff_add_eq.mpr hk₀).symm | |
| have he := congrArg (timeExp κ) (hf.fixedPoint_unique hfix) | |
| simpa only [timeExp_comp,add_neg_cancel,timeExp_zero] using he | |
| lemma norm_solution_full_le (N : Kernel T E) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p, ‖N p‖ ≤ C) (κ : ℝ) (hκ : 0 < κ) (hT : 0 ≤ T) (ht : T ≤ 1) | |
| (hsmall : κ^(-1/8 : ℝ)*(∫ u : UnitTime, dampWeight u)*C < 1) | |
| (g j : Time T →ᵇ E) (hj : j+operator N C hC hN hT j=g) : | |
| ‖j‖ ≤ (Real.exp (κ*T))^2/(1-κ^(-1/8 : ℝ)*(∫ u : UnitTime, dampWeight u)*C)*‖g‖ := by | |
| let Q := κ^(-1/8 : ℝ)*(∫ u : UnitTime, dampWeight u)*C | |
| let M := dampKernel N κ | |
| have hM := norm_dampKernel_le N C hC hN κ hκ.le | |
| let j₀ := timeExp (-κ) j | |
| let g₀ := timeExp (-κ) g | |
| have he : j₀+operator M C hC hM hT j₀=g₀ := by | |
| rw [damp_operator_conjugation N C hC hN κ hκ.le hT] | |
| dsimp only [j₀,g₀] | |
| rw [timeExp_comp,add_neg_cancel,timeExp_zero,← timeExp_add,hj] | |
| have hb : ‖operator M C hC hM hT j₀‖ ≤ Q*‖j₀‖ := | |
| norm_damp_operator_le N C hC hN κ hκ hT ht j₀ | |
| have hn := norm_sub_le g₀ (operator M C hC hM hT j₀) | |
| rw [← eq_sub_iff_add_eq.mpr he] at hn | |
| have hpos : 0 < 1-Q := sub_pos.mpr hsmall | |
| have hj₀ : ‖j₀‖ ≤ ‖g₀‖/(1-Q) := (le_div_iff₀ hpos).mpr (by nlinarith) | |
| have hj' : timeExp κ j₀=j := by | |
| change timeExp κ (timeExp (-κ) j)=j | |
| rw [timeExp_comp,add_neg_cancel,timeExp_zero] | |
| have hjb := timeExp_norm_le κ j₀ | |
| rw [hj',abs_of_pos hκ] at hjb | |
| have hgb : ‖g₀‖ ≤ Real.exp (κ*T)*‖g‖ := by | |
| simpa only [g₀,abs_neg,abs_of_pos hκ] using timeExp_norm_le (-κ) g | |
| calc | |
| ‖j‖ ≤ Real.exp (κ*T)*(‖g₀‖/(1-Q)) := hjb.trans | |
| (mul_le_mul_of_nonneg_left hj₀ (Real.exp_pos _).le) | |
| _ ≤ Real.exp (κ*T)*((Real.exp (κ*T)*‖g‖)/(1-Q)) := | |
| mul_le_mul_of_nonneg_left (div_le_div_of_nonneg_right hgb hpos.le) (Real.exp_pos _).le | |
| _ = _ := by dsimp only [Q]; ring | |
| theorem exists_full_inverse_bound [CompleteSpace E] (N : Kernel T E) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p, ‖N p‖ ≤ C) (hT : 0 ≤ T) (ht : T ≤ 1) : | |
| ∃ D : ℝ, 0 < D ∧ ∀ g : Time T →ᵇ E, | |
| ∃ j : Time T →ᵇ E, j+operator N C hC hN hT j=g ∧ ‖j‖ ≤ D*‖g‖ := by | |
| obtain ⟨κ,hκ,hsmall⟩ := exists_damping_small C | |
| refine ⟨(Real.exp (κ*T))^2/(1-κ^(-1/8 : ℝ)*(∫ u : UnitTime, dampWeight u)*C), | |
| div_pos (sq_pos_of_pos (Real.exp_pos _)) (sub_pos.mpr hsmall),fun g => ?_⟩ | |
| obtain ⟨j,hj,_⟩ := exists_unique_solution_full N C hC hN hT ht g | |
| exact ⟨j,hj,norm_solution_full_le N C hC hN κ hκ hT ht hsmall g j hj⟩ | |
| theorem exists_unweighted_solution_full [CompleteSpace E] (N : Kernel T E) (C : ℝ) (hC : 0 ≤ C) | |
| (hN : ∀ p, ‖N p‖ ≤ C) (hT : 0 ≤ T) (ht : T ≤ 1) : | |
| ∃ D : ℝ, 0 < D ∧ ∀ g : Time T →ᵇ E, | |
| ∃ j : Time T →ᵇ E, | |
| (∀ t : Time T, IntervalIntegrable (fun r => kernel N t r (unweighted j r)) volume 0 t.val) ∧ | |
| (∀ t : Time T, unweighted j t.val + ∫ r in 0..t.val, kernel N t r (unweighted j r) = unweighted g t.val) ∧ | |
| ‖j‖ ≤ D*‖g‖ ∧ | |
| (∀ t : Time T, ‖unweighted j t.val‖ ≤ t.val^(-3/4 : ℝ)*(D*‖g‖)) := by | |
| obtain ⟨D,hD,hd⟩ := exists_full_inverse_bound N C hC hN hT ht | |
| refine ⟨D,hD,fun g => ?_⟩ | |
| obtain ⟨j,hj,hjb⟩ := hd g | |
| refine ⟨j,intervalIntegrable_kernel_unweighted N C hC hN j, | |
| unweighted_solves N C hC hN hT g j hj,hjb,fun t => ?_⟩ | |
| rw [unweighted_at_time,norm_smul,Real.norm_eq_abs, | |
| abs_of_nonneg (Real.rpow_nonneg t.property.1.le _)] | |
| exact mul_le_mul_of_nonneg_left ((j.norm_coe_le_norm t).trans hjb) | |
| (Real.rpow_nonneg t.property.1.le _) | |
| end StrongWeightedVolterra | |
| namespace ParametrixVolterra | |
| open scoped ZeroAtInfty BoundedContinuousFunction SchwartzMap Laplacian | |
| open FrozenParametrix C0Convolution StrongWeightedVolterra KernelPairing | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {T α β : ℝ} | |
| theorem exists_parametrix_correction_full (hα : 0 < α) | |
| (A : C(Slab T, V →ᵇ Icc α β)) (b : C(Slab T, V →ᵇ ℂ)) | |
| (hT₀ : 0 ≤ T) (hT : T ≤ 1) (L B : ℝ) (hL : 0 ≤ L) (hB : 0 ≤ B) | |
| (hb : ∀ s, ‖b s‖ ≤ B) | |
| (hLip : ∀ s r : Slab T, ∀ x z : V, | |
| |(A s x).val-(A r z).val| ≤ L*(‖x-z‖+|s.val-r.val|)) : | |
| ∃ C D : ℝ, 0 ≤ C ∧ 0 < D ∧ | |
| ∀ (d : C₀(V,ℂ)) (l : Time T →ᵇ C₀(V,ℂ)), ∃ j : Time T →ᵇ C₀(V,ℂ), | |
| (∀ t : Time T, IntervalIntegrable | |
| (fun r => residualKernel hα A b hT₀ t r (unweighted j r)) volume 0 t.val) ∧ | |
| (∀ t : Time T, unweighted j t.val + ∫ r in 0..t.val, | |
| residualKernel hα A b hT₀ t r (unweighted j r) = | |
| l t-actualResidual hα A b t (initial hT₀) d) ∧ | |
| ‖j‖ ≤ D*(‖l‖+C*‖d‖) := by | |
| obtain ⟨C,hC,hR⟩ := exists_actualResidual_bound hα A b hT L B hL hB hb hLip | |
| obtain ⟨D,hD,hN⟩ := exists_normalized_bound hα A b hT L B hL hB hb hLip | |
| have hR₀ : ∀ t : Time T, ‖actualResidual hα A b t (initial hT₀)‖ ≤ C*t.val^(-3/4 : ℝ) := by | |
| intro t | |
| simpa only [initial,sub_zero] using hR t (initial hT₀) t.property.1 | |
| let N : Kernel T C₀(V,ℂ) := Kernel.ofStrong (normalized hα A b) | |
| (continuous_normalized_apply hα A b) D hD hN | |
| obtain ⟨E,hE,he⟩ := exists_unweighted_solution_full N D hD hN hT₀ hT | |
| refine ⟨C,E,hC,hE,fun d l => ?_⟩ | |
| let g := weightedSource hα A b hT₀ hT C hC hR₀ d l | |
| obtain ⟨j,hi,hj,hbound,_⟩ := he g | |
| have hk : ∀ t r, kernel N t r = residualKernel hα A b hT₀ t r := | |
| kernel_eq_residualKernel hα A b hT₀ D hD hN | |
| simp_rw [hk] at hi hj | |
| have hg : ∀ t : Time T, unweighted g t.val = l t-actualResidual hα A b t (initial hT₀) d := | |
| unweighted_weightedSource hα A b hT₀ hT C hC hR₀ d l | |
| simp_rw [hg] at hj | |
| refine ⟨j,hi,hj,hbound.trans ?_⟩ | |
| have hgnorm : ‖g‖ ≤ ‖l‖+C*‖d‖ := by | |
| apply (BoundedContinuousFunction.norm_le (by positivity)).mpr | |
| exact norm_sourceRHS_le hα A b hT₀ hT C hC hR₀ d l | |
| exact mul_le_mul_of_nonneg_left hgnorm hE.le | |
| def coefficientTest (a : V →ᵇ Icc α β) (ha : ContDiff ℝ ∞ (fun x => (a x).val)) | |
| (φ : SchwartzMap V ℂ) (hφ : HasCompactSupport (φ : V → ℂ)) : SchwartzMap V ℂ := | |
| HasCompactSupport.toSchwartzMap (f := fun x => ((a x).val : ℂ)*φ x) hφ.mul_left | |
| ((Complex.ofRealCLM.contDiff.comp ha).mul (φ.smooth ⊤)) | |
| omit [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] in | |
| lemma coefficientTest_apply (a : V →ᵇ Icc α β) (ha : ContDiff ℝ ∞ (fun x => (a x).val)) | |
| (φ : SchwartzMap V ℂ) (hφ : HasCompactSupport (φ : V → ℂ)) (x : V) : | |
| coefficientTest a ha φ hφ x = ((a x).val : ℂ)*φ x := rfl | |
| theorem exists_weak_evolution (hα : 0 < α) | |
| (A : C(Slab T,V →ᵇ Icc α β)) (b : C(Slab T,V →ᵇ ℂ)) | |
| (hT₀ : 0 ≤ T) (hT : T ≤ 1) (L B : ℝ) (hL : 0 ≤ L) (hB : 0 ≤ B) | |
| (hb : ∀ s, ‖b s‖ ≤ B) | |
| (hLip : ∀ s r : Slab T, ∀ x z : V, | |
| |(A s x).val-(A r z).val| ≤ L*(‖x-z‖+|s.val-r.val|)) | |
| (hA : ∀ s, ContDiff ℝ ∞ (fun x => (A s x).val)) : | |
| ∃ K : ℝ, 0 ≤ K ∧ ∀ (d : C₀(V,ℂ)) (l : Time T →ᵇ C₀(V,ℂ)), | |
| ∃ u : ℝ → C₀(V,ℂ), u 0=d ∧ ContinuousOn u (Icc 0 T) ∧ | |
| (∀ t ∈ Icc 0 T, ‖u t‖ ≤ K*(‖l‖+‖d‖)) ∧ | |
| (∀ (t : Time T), t.val < T → ∀ (φ : SchwartzMap V ℂ) | |
| (hφ : HasCompactSupport (φ : V → ℂ)), | |
| HasDerivAt (fun r => pairCLM φ φ.integrable (u r)) | |
| (pairCLM φ φ.integrable (l t)- | |
| adjointPair b t φ (coefficientTest (A (now t)) (hA (now t)) φ hφ) (u t.val)) t.val) := by | |
| obtain ⟨C,D,hC,hD,hs⟩ := exists_parametrix_correction_full hα A b hT₀ hT L B hL hB hb hLip | |
| let M := frozenBound (V := V) (β := β) hα | |
| let Q := ∫ v : UnitTime, MildVolterra.massWeight v | |
| have hM : 0 ≤ M := frozenBound_nonneg hα | |
| have hQ : 0 ≤ Q := integral_nonneg MildVolterra.massWeight_nonneg | |
| refine ⟨M+Q*M*D*(1+C),by positivity,fun d l => ?_⟩ | |
| obtain ⟨j,hi,hj,hjb⟩ := hs d l | |
| refine ⟨mildTime hα A hT₀ d j,mildTime_zero hα A hT₀ d j, | |
| continuousOn_mildTime hα A hT₀ d j,fun t ht => ?_,fun t ht φ hφ => ?_⟩ | |
| · have ht1 : t^(1/4 : ℝ) ≤ 1 := Real.rpow_le_one ht.1 (ht.2.trans hT) (by positivity) | |
| have h0 := norm_c0Time_le hα (A (initial hT₀)) t d | |
| have h1 := norm_duhamel_le hα A hT₀ j t ht | |
| have hjb' : ‖j‖ ≤ D*((1+C)*(‖l‖+‖d‖)) := hjb.trans | |
| (mul_le_mul_of_nonneg_left (by nlinarith [norm_nonneg l,norm_nonneg d]) hD.le) | |
| calc | |
| ‖mildTime hα A hT₀ d j t‖ ≤ M*‖d‖+t^(1/4 : ℝ)*(Q*M*‖j‖) := | |
| (norm_add_le _ _).trans (add_le_add h0 h1) | |
| _ ≤ M*‖d‖+Q*M*‖j‖ := add_le_add le_rfl | |
| (mul_le_of_le_one_left (mul_nonneg (mul_nonneg hQ hM) (norm_nonneg j)) ht1) | |
| _ ≤ M*(‖l‖+‖d‖)+Q*M*(D*((1+C)*(‖l‖+‖d‖))) := add_le_add | |
| (mul_le_mul_of_nonneg_left (le_add_of_nonneg_left (norm_nonneg l)) hM) | |
| (mul_le_mul_of_nonneg_left hjb' (mul_nonneg hQ hM)) | |
| _ = _ := by ring | |
| · exact hasDerivAt_pair_mildTime hα A b hT₀ d j l hi hj t ht φ | |
| (coefficientTest (A (now t)) (hA (now t)) φ hφ) (coefficientTest_apply _ _ _ _) | |
| end ParametrixVolterra | |
| open Set Filter MeasureTheory | |
| open scoped SchwartzMap Topology | |
| namespace SchwartzTimeScale | |
| variable {V E : Type*} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| def euler (K : SchwartzMap V E) (N : ℕ) : SchwartzMap V E := | |
| (-(N : ℝ)/4) • K - (1/4 : ℝ) • | |
| (SchwartzMap.bilinLeftCLM (ContinuousLinearMap.apply ℝ E).flip | |
| (by fun_prop : Function.HasTemperateGrowth (fun y : V => y)) | |
| (SchwartzMap.fderivCLM ℝ V E K)) | |
| lemma euler_apply (K : SchwartzMap V E) (N : ℕ) (y : V) : | |
| euler K N y = (-(N : ℝ)/4) • K y-(1/4 : ℝ) • (fderiv ℝ K y y) := rfl | |
| def atTime (K : SchwartzMap V E) (N : ℕ) (q : ℝ) (y : V) : E := | |
| q^(-(N : ℝ)/4) • K (q^(-(1 : ℝ)/4) • y) | |
| lemma hasDerivAt_atTime (K : SchwartzMap V E) (N : ℕ) (q : ℝ) (hq : 0 < q) (y : V) : | |
| HasDerivAt (fun s => atTime K N s y) | |
| (atTime (euler K N) (N+4) q y) q := by | |
| have h1 := Real.hasDerivAt_rpow_const (p := -(N : ℝ)/4) (Or.inl hq.ne') | |
| have h2 := Real.hasDerivAt_rpow_const (p := -(1 : ℝ)/4) (Or.inl hq.ne') | |
| have hK := (K.hasFDerivAt (q^(-(1 : ℝ)/4) • y)).comp_hasDerivAt q (h2.smul_const y) | |
| have hd := h1.smul hK | |
| convert hd using 1 | |
| · rfl | |
| · dsimp only [atTime,Function.comp_apply,Pi.smul_apply] | |
| rw [euler_apply,smul_sub] | |
| simp only [ContinuousLinearMap.map_smul,smul_smul] | |
| have he1 : q^(-((N+4 : ℕ) : ℝ)/4) = q^(-(N : ℝ)/4-1) := by | |
| congr 1 | |
| push_cast | |
| ring | |
| have he2 : q^(-(N : ℝ)/4) * (-(1 : ℝ)/4*q^(-(1 : ℝ)/4-1)) = | |
| -(q^(-(N : ℝ)/4-1)*(1/4))*q^(-(1 : ℝ)/4) := by | |
| calc | |
| _ = (-(1 : ℝ)/4)*q^(-(N : ℝ)/4+(-(1 : ℝ)/4-1)) := by rw [Real.rpow_add hq]; ring | |
| _ = (-(1 : ℝ)/4)*q^((-(N : ℝ)/4-1)+(-(1 : ℝ)/4)) := by congr 2; ring | |
| _ = _ := by rw [Real.rpow_add hq]; ring | |
| rw [he1,he2] | |
| module | |
| lemma atTime_eq_scaled (K : SchwartzMap V E) (N : ℕ) (q : ℝ) (hq : 0 < q) (y : V) : | |
| atTime K N q y = ((q^(1/4 : ℝ))⁻¹)^N • K ((q^(1/4 : ℝ))⁻¹ • y) := by | |
| unfold atTime | |
| rw [show -(1 : ℝ)/4 = -(1/4 : ℝ) by ring,Real.rpow_neg hq.le] | |
| congr 1 | |
| rw [← Real.rpow_natCast,← Real.rpow_neg hq.le,← Real.rpow_mul hq.le] | |
| congr 1 | |
| ring | |
| end SchwartzTimeScale | |
| namespace SourceFrozenCancellation | |
| open SchwartzTimeScale | |
| open scoped BoundedContinuousFunction | |
| variable {V E : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| [NormedAddCommGroup E] [NormedSpace ℂ E] [CompleteSpace E] | |
| omit [CompleteSpace E] in | |
| lemma parameter_envelope (K : SchwartzMap V E) (N : ℕ) (α β : ℝ) (hα : 0 < α) : | |
| ∃ B : V → ℝ, Integrable B ∧ Integrable (fun z => (1+‖z‖)*B z) ∧ | |
| (∀ z, 0 ≤ B z) ∧ ∀ a ∈ Icc α β, ∀ z, ‖atTime K N a z‖ ≤ B z := by | |
| obtain ⟨B,hB,hw,hp,hb⟩ := SchwartzConvolution.scaled_weighted_majorant K | |
| (α^(1/4 : ℝ)) (β^(1/4 : ℝ)) (by positivity) N 1 | |
| refine ⟨B,hB,by simpa only [pow_one] using hw,hp,?_⟩ | |
| intro a ha z | |
| rw [atTime_eq_scaled K N a (hα.trans_le ha.1)] | |
| exact hb _ ⟨Real.rpow_le_rpow hα.le ha.1 (by norm_num), | |
| Real.rpow_le_rpow (hα.trans_le ha.1).le ha.2 (by norm_num)⟩ z | |
| omit [CompleteSpace E] in | |
| lemma parameter_lipschitz_envelope (K : SchwartzMap V E) (N : ℕ) (α β : ℝ) (hα : 0 < α) : | |
| ∃ C : V → ℝ, Integrable C ∧ Integrable (fun z => (1+‖z‖)*C z) ∧ | |
| (∀ z, 0 ≤ C z) ∧ ∀ a ∈ Icc α β, ∀ b ∈ Icc α β, ∀ z, | |
| ‖atTime K N a z-atTime K N b z‖ ≤ C z*‖a-b‖ := by | |
| obtain ⟨C,hC,hw,hp,hb⟩ := parameter_envelope (euler K N) (N+4) α β hα | |
| refine ⟨C,hC,hw,hp,fun a ha b hb' z => ?_⟩ | |
| exact Convex.norm_image_sub_le_of_norm_hasDerivWithin_le | |
| (fun q hq => (hasDerivAt_atTime K N q (hα.trans_le hq.1) z).hasDerivWithinAt) | |
| (fun q hq => hb q hq z) (convex_Icc α β) hb' ha | |
| omit [CompleteSpace E] in | |
| lemma integral_atTime_zero (K : SchwartzMap V E) (N : ℕ) (a : ℝ) (ha : 0 < a) | |
| (hK : ∫ z, K z = 0) : ∫ z, atTime K N a z = 0 := by | |
| simp_rw [atTime_eq_scaled K N a ha] | |
| rw [integral_smul,Measure.integral_comp_inv_smul_of_nonneg volume _ (by positivity)] | |
| simp only [hK,smul_zero] | |
| omit [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] [CompleteSpace E] in | |
| lemma continuous_variable (K : SchwartzMap V E) (N : ℕ) (a : V → ℝ) (ha : Continuous a) | |
| (hp : ∀ z, 0 < a z) : Continuous (fun z => atTime K N (a z) z) := by | |
| unfold atTime | |
| exact (ha.rpow_const (fun z => Or.inl (hp z).ne')).smul | |
| (K.continuous.comp ((ha.rpow_const (fun z => Or.inl (hp z).ne')).smul continuous_id)) | |
| omit [NormedAddCommGroup E] [NormedSpace ℂ E] [CompleteSpace E] in | |
| lemma integrable_envelope_power (B : V → ℝ) (hB : Integrable B) | |
| (hW : Integrable (fun z => (1+‖z‖)*B z)) (hp : ∀ z, 0 ≤ B z) | |
| (γ : ℝ) (hγ : 0 ≤ γ) (hγ1 : γ ≤ 1) : Integrable (fun z => ‖z‖^γ*B z) := by | |
| apply hW.mono' | |
| · exact (continuous_norm.rpow_const (fun _ => Or.inr hγ)).aestronglyMeasurable.mul | |
| hB.aestronglyMeasurable | |
| · filter_upwards with z | |
| rw [Real.norm_eq_abs,abs_of_nonneg (mul_nonneg (Real.rpow_nonneg (norm_nonneg _) _) (hp z))] | |
| apply mul_le_mul_of_nonneg_right _ (hp z) | |
| by_cases hz : ‖z‖ ≤ 1 | |
| · exact (Real.rpow_le_one (norm_nonneg _) hz hγ).trans (by linarith [norm_nonneg z]) | |
| · have hh := Real.rpow_le_rpow_of_exponent_le (le_of_not_ge hz) hγ1 | |
| rw [Real.rpow_one] at hh | |
| exact hh.trans (by linarith) | |
| omit [CompleteSpace E] in | |
| lemma norm_normalized_source_integral (K : SchwartzMap V E) (N : ℕ) | |
| (α β : ℝ) (hα : 0 < α) (hK : ∫ z, K z = 0) | |
| (B C : V → ℝ) (hB : Integrable B) (hBw : Integrable (fun z => (1+‖z‖)*B z)) | |
| (hBp : ∀ z, 0 ≤ B z) (hC : Integrable C) (hCw : Integrable (fun z => (1+‖z‖)*C z)) | |
| (hCp : ∀ z, 0 ≤ C z) | |
| (hb : ∀ a ∈ Icc α β, ∀ z, ‖atTime K N a z‖ ≤ B z) | |
| (hc : ∀ a ∈ Icc α β, ∀ b ∈ Icc α β, ∀ z, | |
| ‖atTime K N a z-atTime K N b z‖ ≤ C z*‖a-b‖) | |
| (A : V → ℝ) (hA : Continuous A) (hAr : ∀ y, A y ∈ Icc α β) | |
| (L : ℝ) (_hL : 0 ≤ L) (hAL : ∀ x y, ‖A x-A y‖ ≤ L*‖x-y‖) | |
| (f : V →ᵇ ℂ) (γ H : ℝ) (hγ : 0 ≤ γ) (hγ1 : γ ≤ 1) (hH : 0 ≤ H) | |
| (hhold : ∀ x y, ‖f x-f y‖ ≤ H*‖x-y‖^γ) (r : ℝ) (hr : 0 < r) (x : V) : | |
| ‖∫ z, f (x-r • z) • atTime K N (A (x-r • z)) z‖ ≤ | |
| H*r^γ*(∫ z, ‖z‖^γ*B z)+‖f‖*L*r*(∫ z, ‖z‖*C z) := by | |
| let a : V → ℝ := fun z => A (x-r • z) | |
| have ha : Continuous a := hA.comp (continuous_const.sub (continuous_const.smul continuous_id)) | |
| have hp (z : V) : 0 < a z := hα.trans_le (hAr _).1 | |
| have hi : Integrable (fun z => f (x-r • z) • atTime K N (a z) z) := by | |
| apply (hB.const_mul ‖f‖).mono' | |
| · exact ((f.continuous.comp (continuous_const.sub (continuous_const.smul continuous_id))).smul | |
| (continuous_variable K N a ha hp)).aestronglyMeasurable | |
| · filter_upwards with z | |
| rw [norm_smul] | |
| exact mul_le_mul (f.norm_coe_le_norm _) (hb _ (hAr _) z) (norm_nonneg _) (norm_nonneg _) | |
| have hi₀ : Integrable (fun z => f x • atTime K N (A x) z) := by | |
| apply (hB.const_mul ‖f x‖).mono' | |
| · exact ((continuous_variable K N (fun _ => A x) continuous_const | |
| (fun _ => hα.trans_le (hAr x).1)).const_smul (f x)).aestronglyMeasurable | |
| · filter_upwards with z | |
| rw [norm_smul] | |
| exact mul_le_mul_of_nonneg_left (hb _ (hAr x) z) (norm_nonneg _) | |
| have hzero : ∫ z, f x • atTime K N (A x) z = 0 := by | |
| rw [integral_smul,integral_atTime_zero K N (A x) (hα.trans_le (hAr x).1) hK,smul_zero] | |
| have hiB := integrable_envelope_power B hB hBw hBp γ hγ hγ1 | |
| have hiC : Integrable (fun z => ‖z‖*C z) := by | |
| simpa using integrable_envelope_power C hC hCw hCp 1 (by norm_num) le_rfl | |
| have hd (z : V) : ‖(x-r • z)-x‖ = r*‖z‖ := by | |
| rw [sub_sub_cancel_left,norm_neg,norm_smul,Real.norm_eq_abs,abs_of_pos hr] | |
| calc | |
| _ = ‖∫ z, (f (x-r • z) • atTime K N (a z) z-f x • atTime K N (A x) z)‖ := by | |
| rw [integral_sub hi hi₀,hzero,sub_zero] | |
| _ ≤ ∫ z, ‖f (x-r • z) • atTime K N (a z) z-f x • atTime K N (A x) z‖ := | |
| norm_integral_le_integral_norm _ | |
| _ ≤ ∫ z, (H*r^γ)*(‖z‖^γ*B z)+(‖f‖*L*r)*(‖z‖*C z) := by | |
| apply integral_mono (hi.sub hi₀).norm ((hiB.const_mul _).add (hiC.const_mul _)) | |
| intro z | |
| have hdec : f (x-r • z) • atTime K N (a z) z-f x • atTime K N (A x) z = | |
| (f (x-r • z)-f x) • atTime K N (a z) z+ | |
| f x • (atTime K N (a z) z-atTime K N (A x) z) := by module | |
| simp only [Pi.sub_apply, Pi.add_apply] | |
| rw [hdec] | |
| apply (norm_add_le _ _).trans | |
| rw [norm_smul,norm_smul] | |
| have hF : ‖f (x-r • z)-f x‖ ≤ H*r^γ*‖z‖^γ := by | |
| simpa only [hd,Real.mul_rpow hr.le (norm_nonneg _),mul_assoc] using hhold (x-r • z) x | |
| have hcoef : ‖atTime K N (a z) z-atTime K N (A x) z‖ ≤ C z*(L*r*‖z‖) := by | |
| exact (hc _ (hAr _) _ (hAr x) z).trans | |
| (mul_le_mul_of_nonneg_left (by simpa only [hd,mul_assoc] using hAL (x-r • z) x) (hCp z)) | |
| calc | |
| _ ≤ (H*r^γ*‖z‖^γ)*B z+‖f‖*(C z*(L*r*‖z‖)) := | |
| add_le_add (mul_le_mul hF (hb _ (hAr _) z) (norm_nonneg _) (by positivity)) | |
| (mul_le_mul (f.norm_coe_le_norm x) hcoef (norm_nonneg _) (norm_nonneg _)) | |
| _ = _ := by ring | |
| _ = _ := by rw [integral_add (hiB.const_mul _) (hiC.const_mul _),integral_const_mul,integral_const_mul] | |
| end SourceFrozenCancellation | |
| open Set Filter MeasureTheory | |
| open scoped SchwartzMap ContDiff FourierTransform BoundedContinuousFunction Convolution Topology | |
| namespace SchwartzDerivatives | |
| section Iterated | |
| variable {V E : Type*} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| def iterated (g : SchwartzMap V E) : (n : ℕ) → | |
| SchwartzMap V (ContinuousMultilinearMap ℝ (fun _ : Fin n => V) E) | |
| | 0 => g.postcompCLM (continuousMultilinearCurryFin0 ℝ V E).symm.toContinuousLinearEquiv.toContinuousLinearMap | |
| | n+1 => (SchwartzMap.fderivCLM ℝ V _ (iterated g n)).postcompCLM | |
| (continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (n+1) => V) E).symm.toContinuousLinearEquiv.toContinuousLinearMap | |
| lemma iterated_coe (g : SchwartzMap V E) (n : ℕ) : | |
| (iterated g n : V → ContinuousMultilinearMap ℝ (fun _ : Fin n => V) E) = | |
| iteratedFDeriv ℝ n g := by | |
| induction n with | |
| | zero => rfl | |
| | succ n ih => | |
| rw [iteratedFDeriv_succ_eq_comp_left] | |
| change ((continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (n+1) => V) E).symm ∘ | |
| fderiv ℝ (iterated g n)) = _ | |
| rw [ih] | |
| lemma iterated_apply (g : SchwartzMap V E) (n : ℕ) (x : V) : | |
| iterated g n x = iteratedFDeriv ℝ n g x := congrFun (iterated_coe g n) x | |
| end Iterated | |
| variable {V E : Type*} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| [NormedAddCommGroup E] [NormedSpace ℂ E] [CompleteSpace E] | |
| omit [CompleteSpace E] in | |
| lemma integral_fderiv (g : SchwartzMap V E) : | |
| ∫ x : V, fderiv ℝ g x = 0 := by | |
| have h := congrArg (fun f : SchwartzMap V (V →L[ℝ] E) => f 0) | |
| (SchwartzMap.fourier_fderivCLM_eq (𝕜 := ℝ) g) | |
| simpa [SchwartzMap.fourier_coe, Real.fourier_eq, | |
| SchwartzMap.smulRightCLM_apply_apply, SchwartzMap.fderivCLM_apply] using h | |
| lemma integral_iterated (g : SchwartzMap V E) (n : ℕ) : | |
| ∫ x : V, iteratedFDeriv ℝ (n+1) g x = 0 := by | |
| let L := (continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (n+1) => V) E).symm.toContinuousLinearEquiv.toContinuousLinearMap | |
| let : ContinuousENorm (V →L[ℝ] ContinuousMultilinearMap ℝ (fun _ : Fin n => V) E) := | |
| @SeminormedAddGroup.toContinuousENorm (V →L[ℝ] ContinuousMultilinearMap ℝ (fun _ : Fin n => V) E) inferInstance | |
| have hi : Integrable (fun x : V => fderiv ℝ (iterated g n) x) := | |
| (SchwartzMap.fderivCLM ℝ V _ (iterated g n)).integrable | |
| rw [iteratedFDeriv_succ_eq_comp_left, ← iterated_coe g n] | |
| change (∫ x, L (fderiv ℝ (iterated g n) x)) = 0 | |
| have hh := ContinuousLinearMap.integral_comp_comm (𝕜 := ℝ) | |
| (E := V →L[ℝ] ContinuousMultilinearMap ℝ (fun _ : Fin n => V) E) | |
| (Fₗ := ContinuousMultilinearMap ℝ (fun _ : Fin (n+1) => V) E) L hi | |
| exact hh.trans (by rw [integral_fderiv, map_zero]) | |
| end SchwartzDerivatives | |
| namespace ScaledSchwartzConvolution | |
| variable {V E : Type} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasureSpace V] [BorelSpace V] | |
| [Measure.IsAddHaarMeasure (volume : Measure V)] | |
| [NormedAddCommGroup E] [NormedSpace ℂ E] [CompleteSpace E] | |
| variable {a b : ℝ} (ha : 0 < a) (c : V → ℝ) (hc : Continuous c) (hcb : ∀ y, c y ∈ Icc a b) | |
| include ha hc hcb | |
| lemma iteratedFDeriv_value_smul (f : V →ᵇ ℂ) (g : SchwartzMap V E) (K n : ℕ) : | |
| iteratedFDeriv ℝ n (value c (ContinuousLinearMap.lsmul ℝ ℂ) f g K) = | |
| value c (ContinuousLinearMap.lsmul ℝ ℂ) f (SchwartzDerivatives.iterated g n) (K+n) := by | |
| induction n with | |
| | zero => | |
| funext x | |
| let L := (continuousMultilinearCurryFin0 ℝ V E).symm.toContinuousLinearEquiv.toContinuousLinearMap | |
| have hi : Integrable (fun y => f y • ((c y)⁻¹^K • g ((c y)⁻¹ • (x-y)))) := | |
| integrable_integrand ha c hc hcb (ContinuousLinearMap.lsmul ℝ ℂ) f g K x | |
| change L (∫ y, f y • (c y)⁻¹^K • g ((c y)⁻¹ • (x-y))) = | |
| ∫ y, f y • ((c y)⁻¹^K • L (g ((c y)⁻¹ • (x-y)))) | |
| rw [← ContinuousLinearMap.integral_comp_comm (𝕜 := ℝ) L hi] | |
| apply integral_congr_ae | |
| filter_upwards with y | |
| ext m | |
| rfl | |
| | succ n ih => | |
| rw [iteratedFDeriv_succ_eq_comp_left, ih, fderiv_value ha c hc hcb] | |
| funext x | |
| let g' := SchwartzMap.fderivCLM ℝ V _ (SchwartzDerivatives.iterated g n) | |
| let L := (continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (n+1) => V) E).symm.toContinuousLinearEquiv.toContinuousLinearMap | |
| have hi := integrable_integrand ha c hc hcb | |
| (E := V →L[ℝ] ContinuousMultilinearMap ℝ (fun _ : Fin n => V) E) | |
| (F := V →L[ℝ] ContinuousMultilinearMap ℝ (fun _ : Fin n => V) E) | |
| ((ContinuousLinearMap.lsmul ℝ ℂ).precompR V) f g' (K+n+1) x | |
| change L (∫ y, ((ContinuousLinearMap.lsmul ℝ ℂ).precompR V) (f y) | |
| ((c y)⁻¹^(K+n+1) • g' ((c y)⁻¹ • (x-y)))) = | |
| ∫ y, f y • ((c y)⁻¹^(K+(n+1)) • L (g' ((c y)⁻¹ • (x-y)))) | |
| simp only [← Nat.add_assoc] | |
| rw [← ContinuousLinearMap.integral_comp_comm (𝕜 := ℝ) L hi] | |
| apply integral_congr_ae | |
| filter_upwards with y | |
| ext m | |
| rfl | |
| lemma iteratedFDeriv_value_smul_apply (f : V →ᵇ ℂ) (g : SchwartzMap V E) (K n : ℕ) (x : V) : | |
| iteratedFDeriv ℝ n (value c (ContinuousLinearMap.lsmul ℝ ℂ) f g K) x = | |
| ∫ y, f y • ((c y)⁻¹^(K+n) • iteratedFDeriv ℝ n g ((c y)⁻¹ • (x-y))) := by | |
| rw [iteratedFDeriv_value_smul ha c hc hcb] | |
| simp only [value,ContinuousLinearMap.lsmul_apply,SchwartzDerivatives.iterated_apply] | |
| end ScaledSchwartzConvolution | |
| open Set Filter MeasureTheory | |
| open scoped Topology SchwartzMap | |
| namespace SourceFrozenScaling | |
| variable {V E : Type} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasureSpace V] [BorelSpace V] | |
| [Measure.IsAddHaarMeasure (volume : Measure V)] | |
| [NormedAddCommGroup E] [NormedSpace ℂ E] | |
| lemma normalized_integral (f : V → ℂ) (g : V → E) (c : V → ℝ) (r : ℝ) (hr : 0 < r) | |
| (K : ℕ) (x : V) : | |
| (∫ y, f y • ((r*c y)⁻¹^K • g ((r*c y)⁻¹ • (x-y)))) = | |
| (r^Module.finrank ℝ V*(r⁻¹)^K) • ∫ z, f (x-r • z) • | |
| ((c (x-r • z))⁻¹^K • g ((c (x-r • z))⁻¹ • z)) := by | |
| rw [← integral_sub_left_eq_self (fun y : V => | |
| f y • ((r*c y)⁻¹^K • g ((r*c y)⁻¹ • (x-y)))) volume x] | |
| simp only [sub_sub_self] | |
| let F : V → E := fun z => f (x-r • z) • | |
| ((c (x-r • z))⁻¹^K • g ((c (x-r • z))⁻¹ • z)) | |
| have he (y : V) : f (x-y) • ((r*c (x-y))⁻¹^K • g ((r*c (x-y))⁻¹ • y)) = | |
| (r⁻¹)^K • F (r⁻¹ • y) := by | |
| dsimp [F] | |
| rw [smul_inv_smul₀ hr.ne',mul_inv,mul_pow] | |
| rw [mul_comm r⁻¹ ((c (x-y))⁻¹),mul_smul] | |
| rw [mul_smul,smul_comm (f (x-y)) ((r⁻¹)^K)] | |
| simp_rw [he] | |
| rw [integral_smul,Measure.integral_comp_inv_smul_of_nonneg volume F hr.le,smul_smul] | |
| congr 1 | |
| ring | |
| lemma dimension_cancel (r : ℝ) (hr : r ≠ 0) (d n : ℕ) : | |
| r^d*(r⁻¹)^(d+n) = (r⁻¹)^n := by | |
| rw [pow_add,← mul_assoc,← mul_pow,mul_inv_cancel₀ hr,one_pow,one_mul] | |
| lemma normalized_integral_order (f : V → ℂ) (g : V → E) (c : V → ℝ) | |
| (r : ℝ) (hr : 0 < r) (n : ℕ) (x : V) : | |
| (∫ y, f y • ((r*c y)⁻¹^(Module.finrank ℝ V+n) • g ((r*c y)⁻¹ • (x-y)))) = | |
| (r⁻¹)^n • ∫ z, f (x-r • z) • | |
| ((c (x-r • z))⁻¹^(Module.finrank ℝ V+n) • g ((c (x-r • z))⁻¹ • z)) := by | |
| rw [normalized_integral f g c r hr,dimension_cancel r hr.ne'] | |
| end SourceFrozenScaling | |
| namespace SourceFrozenRows | |
| open ScaledSchwartzConvolution SchwartzTimeScale | |
| open scoped BoundedContinuousFunction ContDiff | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| def value (K : SchwartzMap V ℂ) (A : V → ℝ) (r : ℝ) (f : V →ᵇ ℂ) : V → ℂ := | |
| ScaledSchwartzConvolution.value (fun y => r*(A y)^(1/4 : ℝ)) | |
| (ContinuousLinearMap.lsmul ℝ ℂ) f K (Module.finrank ℝ V) | |
| def row (K : SchwartzMap V ℂ) (A : V → ℝ) (r : ℝ) (f : V →ᵇ ℂ) | |
| (j : ℕ) : V → V [×j]→L[ℝ] ℂ := | |
| ScaledSchwartzConvolution.value (fun y => r*(A y)^(1/4 : ℝ)) | |
| (ContinuousLinearMap.lsmul ℝ ℂ) f (SchwartzDerivatives.iterated K j) (Module.finrank ℝ V+j) | |
| omit [NormedAddCommGroup V] [InnerProductSpace ℝ V] [FiniteDimensional ℝ V] | |
| [MeasurableSpace V] [BorelSpace V] in | |
| lemma radius_bounds (A : V → ℝ) (α β : ℝ) (hα : 0 < α) | |
| (hA : ∀ y, A y ∈ Icc α β) (r : ℝ) (hr : 0 < r) (y : V) : | |
| r*(A y)^(1/4 : ℝ) ∈ Icc (r*α^(1/4 : ℝ)) (r*β^(1/4 : ℝ)) := by | |
| constructor | |
| · exact mul_le_mul_of_nonneg_left (Real.rpow_le_rpow hα.le (hA y).1 (by norm_num)) hr.le | |
| · exact mul_le_mul_of_nonneg_left (Real.rpow_le_rpow | |
| (hα.trans_le (hA y).1).le (hA y).2 (by norm_num)) hr.le | |
| lemma contDiff_value (K : SchwartzMap V ℂ) (A : V → ℝ) (hA : Continuous A) | |
| (α β : ℝ) (hα : 0 < α) (hAr : ∀ y, A y ∈ Icc α β) | |
| (r : ℝ) (hr : 0 < r) (f : V →ᵇ ℂ) : ContDiff ℝ ∞ (value K A r f) := by | |
| apply ScaledSchwartzConvolution.contDiff_value (a := r*α^(1/4 : ℝ)) | |
| (b := r*β^(1/4 : ℝ)) (by positivity) _ | |
| (continuous_const.mul (hA.rpow_const (fun _ => Or.inr (by norm_num)))) | |
| (radius_bounds A α β hα hAr r hr) | |
| lemma row_eq (K : SchwartzMap V ℂ) (A : V → ℝ) (hA : Continuous A) | |
| (α β : ℝ) (hα : 0 < α) (hAr : ∀ y, A y ∈ Icc α β) | |
| (r : ℝ) (hr : 0 < r) (f : V →ᵇ ℂ) (j : ℕ) : | |
| row K A r f j = iteratedFDeriv ℝ j (value K A r f) := by | |
| symm | |
| apply ScaledSchwartzConvolution.iteratedFDeriv_value_smul (a := r*α^(1/4 : ℝ)) | |
| (b := r*β^(1/4 : ℝ)) (by positivity) _ | |
| (continuous_const.mul (hA.rpow_const (fun _ => Or.inr (by norm_num)))) | |
| (radius_bounds A α β hα hAr r hr) | |
| lemma row_normalized (K : SchwartzMap V ℂ) (A : V → ℝ) | |
| (hAp : ∀ y, 0 < A y) (r : ℝ) (hr : 0 < r) (f : V →ᵇ ℂ) (j : ℕ) (x : V) : | |
| row K A r f j x = (r⁻¹)^j • ∫ z, f (x-r • z) • | |
| atTime (SchwartzDerivatives.iterated K j) (Module.finrank ℝ V+j) (A (x-r • z)) z := by | |
| unfold row ScaledSchwartzConvolution.value | |
| simp only [ContinuousLinearMap.lsmul_apply] | |
| rw [SourceFrozenScaling.normalized_integral_order _ _ _ r hr] | |
| congr 1 | |
| apply integral_congr_ae | |
| filter_upwards with z | |
| rw [atTime_eq_scaled _ _ _ (hAp _)] | |
| lemma exists_row_holder_bound (K : SchwartzMap V ℂ) (j : ℕ) (hj : 0 < j) | |
| (α β : ℝ) (hα : 0 < α) (γ : ℝ) (hγ : 0 ≤ γ) (hγ1 : γ ≤ 1) : | |
| ∃ C D : ℝ, 0 ≤ C ∧ 0 ≤ D ∧ | |
| ∀ (A : V → ℝ) (_hA : Continuous A) (_hAr : ∀ y, A y ∈ Icc α β) | |
| (L : ℝ) (_hL : 0 ≤ L) (_hAL : ∀ x y, ‖A x-A y‖ ≤ L*‖x-y‖) | |
| (f : V →ᵇ ℂ) (H : ℝ) (_hH : 0 ≤ H) | |
| (_hhold : ∀ x y, ‖f x-f y‖ ≤ H*‖x-y‖^γ) | |
| (r : ℝ) (_hr : 0 < r) (x : V), | |
| ‖row K A r f j x‖ ≤ (r⁻¹)^j*(H*r^γ*C+‖f‖*L*r*D) := by | |
| let K' := SchwartzDerivatives.iterated K j | |
| obtain ⟨B,hB,hBw,hBp,hb⟩ := SourceFrozenCancellation.parameter_envelope K' (Module.finrank ℝ V+j) α β hα | |
| obtain ⟨D,hD,hDw,hDp,hd⟩ := SourceFrozenCancellation.parameter_lipschitz_envelope K' (Module.finrank ℝ V+j) α β hα | |
| refine ⟨∫ z, ‖z‖^γ*B z, ∫ z, ‖z‖*D z, | |
| integral_nonneg (fun z => mul_nonneg (Real.rpow_nonneg (norm_nonneg _) _) (hBp z)), | |
| integral_nonneg (fun z => mul_nonneg (norm_nonneg _) (hDp z)), ?_⟩ | |
| intro A hA hAr L hL hAL f H hH hhold r hr x | |
| rw [row_normalized K A (fun y => hα.trans_le (hAr y).1) r hr, | |
| norm_smul,Real.norm_eq_abs,abs_of_nonneg (by positivity)] | |
| apply mul_le_mul_of_nonneg_left _ (by positivity) | |
| have hz : ∫ z, K' z = 0 := by | |
| obtain ⟨n,rfl⟩ := Nat.exists_eq_succ_of_ne_zero (Nat.ne_of_gt hj) | |
| simp only [K',SchwartzDerivatives.iterated_apply] | |
| exact SchwartzDerivatives.integral_iterated K n | |
| exact SourceFrozenCancellation.norm_normalized_source_integral K' _ α β hα hz | |
| B D hB hBw hBp hD hDw hDp hb hd A hA hAr L hL hAL f γ H hγ hγ1 hH hhold r hr x | |
| end SourceFrozenRows | |
| namespace SourceFrozenOrder | |
| open ScaledSchwartzConvolution SchwartzTimeScale | |
| open scoped BoundedContinuousFunction ContDiff | |
| variable {V E : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| [NormedAddCommGroup E] [NormedSpace ℂ E] | |
| def value (K : SchwartzMap V E) (A : V → ℝ) (r : ℝ) (f : V →ᵇ ℂ) (j : ℕ) : V → E := | |
| ScaledSchwartzConvolution.value (fun y => r*(A y)^(1/4 : ℝ)) | |
| (ContinuousLinearMap.lsmul ℝ ℂ) f K (Module.finrank ℝ V+j) | |
| lemma normalized (K : SchwartzMap V E) (A : V → ℝ) | |
| (hAp : ∀ y, 0 < A y) (r : ℝ) (hr : 0 < r) (f : V →ᵇ ℂ) (j : ℕ) (x : V) : | |
| value K A r f j x = (r⁻¹)^j • ∫ z, f (x-r • z) • | |
| atTime K (Module.finrank ℝ V+j) (A (x-r • z)) z := by | |
| unfold value ScaledSchwartzConvolution.value | |
| simp only [ContinuousLinearMap.lsmul_apply] | |
| rw [SourceFrozenScaling.normalized_integral_order _ _ _ r hr] | |
| congr 1 | |
| apply integral_congr_ae | |
| filter_upwards with z | |
| rw [atTime_eq_scaled _ _ _ (hAp _)] | |
| lemma exists_norm_bound (K : SchwartzMap V E) (j : ℕ) (α β : ℝ) (hα : 0 < α) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ (A : V → ℝ) (_hA : Continuous A) | |
| (_hAr : ∀ y, A y ∈ Icc α β) (r : ℝ) (_hr : 0 < r) (f : V →ᵇ ℂ) (x : V), | |
| ‖value K A r f j x‖ ≤ (r⁻¹)^j * (‖f‖*C) := by | |
| obtain ⟨B,hB,_hw,hBp,hb⟩ := SourceFrozenCancellation.parameter_envelope K (Module.finrank ℝ V+j) α β hα | |
| refine ⟨∫ z, B z,integral_nonneg hBp,?_⟩ | |
| intro A hA hAr r hr f x | |
| rw [normalized K A (fun y => hα.trans_le (hAr y).1) r hr,norm_smul,Real.norm_of_nonneg (by positivity : 0 ≤ (r⁻¹)^j)] | |
| apply mul_le_mul_of_nonneg_left _ (by positivity) | |
| have hi : Integrable (fun z => f (x-r • z) • | |
| atTime K (Module.finrank ℝ V+j) (A (x-r • z)) z) := by | |
| apply (hB.const_mul ‖f‖).mono' | |
| · exact ((f.continuous.comp (continuous_const.sub (continuous_const.smul continuous_id))).smul | |
| (SourceFrozenCancellation.continuous_variable K _ (fun z => A (x-r • z)) | |
| (hA.comp (continuous_const.sub (continuous_const.smul continuous_id))) | |
| (fun z => hα.trans_le (hAr _).1))).aestronglyMeasurable | |
| · filter_upwards with z | |
| rw [norm_smul] | |
| exact mul_le_mul (f.norm_coe_le_norm _) (hb _ (hAr _) z) (norm_nonneg _) (norm_nonneg _) | |
| change ‖∫ z, f (x-r • z) • atTime K _ (A (x-r • z)) z‖ ≤ _ | |
| calc | |
| _ ≤ ∫ z, ‖f (x-r • z) • atTime K _ (A (x-r • z)) z‖ := norm_integral_le_integral_norm _ | |
| _ ≤ ∫ z, ‖f‖*B z := by | |
| apply integral_mono hi.norm (hB.const_mul ‖f‖) | |
| intro z | |
| dsimp only | |
| rw [norm_smul] | |
| exact mul_le_mul (f.norm_coe_le_norm _) (hb _ (hAr _) z) (norm_nonneg _) (norm_nonneg _) | |
| _ = _ := integral_const_mul .. | |
| lemma hasFDerivAt_value (K : SchwartzMap V E) (A : V → ℝ) (hA : Continuous A) | |
| (α β : ℝ) (hα : 0 < α) (hAr : ∀ y, A y ∈ Icc α β) | |
| (r : ℝ) (hr : 0 < r) (f : V →ᵇ ℂ) (j : ℕ) (x : V) : | |
| HasFDerivAt (value K A r f j) | |
| (value (SchwartzMap.fderivCLM ℝ V E K) A r f (j+1) x) x := by | |
| have h := ScaledSchwartzConvolution.hasFDerivAt_value | |
| (a := r*α^(1/4 : ℝ)) (b := r*β^(1/4 : ℝ)) (by positivity) | |
| (fun y => r*(A y)^(1/4 : ℝ)) | |
| (continuous_const.mul (hA.rpow_const (fun _ => Or.inr (by norm_num)))) | |
| (SourceFrozenRows.radius_bounds A α β hα hAr r hr) | |
| (ContinuousLinearMap.lsmul ℝ ℂ) f K (Module.finrank ℝ V+j) x | |
| have he : (ContinuousLinearMap.lsmul ℝ ℂ : ℂ →L[ℝ] E →L[ℝ] E).precompR V = | |
| (ContinuousLinearMap.lsmul ℝ ℂ : ℂ →L[ℝ] (V →L[ℝ] E) →L[ℝ] (V →L[ℝ] E)) := by | |
| ext c g v | |
| rfl | |
| simpa only [value, Nat.add_assoc, he] using h | |
| lemma exists_bounds (K : SchwartzMap V E) (j : ℕ) (α β : ℝ) (hα : 0 < α) : | |
| ∃ C D : ℝ, 0 ≤ C ∧ 0 ≤ D ∧ | |
| ∀ (A : V → ℝ) (_hA : Continuous A) (_hAr : ∀ z, A z ∈ Icc α β) | |
| (r : ℝ) (_hr : 0 < r) (f : V →ᵇ ℂ), | |
| (∀ x, ‖value K A r f j x‖ ≤ (r⁻¹)^j*(‖f‖*C)) ∧ | |
| (∀ x y, ‖value K A r f j x-value K A r f j y‖ ≤ ((r⁻¹)^(j+1)*(‖f‖*D))*‖x-y‖) := by | |
| obtain ⟨C,hC,hb⟩ := exists_norm_bound K j α β hα | |
| obtain ⟨D,hD,hd⟩ := exists_norm_bound (SchwartzMap.fderivCLM ℝ V E K) (j+1) α β hα | |
| refine ⟨C,D,hC,hD,?_⟩ | |
| intro A hA hAr r hr f | |
| refine ⟨hb A hA hAr r hr f,fun x y => ?_⟩ | |
| exact (convex_univ : Convex ℝ (univ : Set V)).norm_image_sub_le_of_norm_hasFDerivWithin_le | |
| (fun z _ => (hasFDerivAt_value K A hA α β hα hAr r hr f j z).hasFDerivWithinAt) | |
| (fun z _ => hd A hA hAr r hr f z) (mem_univ y) (mem_univ x) | |
| end SourceFrozenOrder | |
| namespace FrozenParametrix | |
| open scoped SchwartzMap Laplacian ZeroAtInfty BoundedContinuousFunction | |
| open BiharmonicKernel | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| def bilapOne : SchwartzMap V ℂ := Δ (Δ (heatKernel (V := V) 1 zero_lt_one) : SchwartzMap V ℂ) | |
| def heatOne : SchwartzMap V ℂ := heatKernel 1 zero_lt_one | |
| lemma quarter_root (t : ℝ) (ht : 0 < t) : Real.sqrt (Real.sqrt t) = t^(1/4 : ℝ) := by | |
| rw [Real.sqrt_eq_rpow,Real.sqrt_eq_rpow,← Real.rpow_mul ht.le] | |
| norm_num | |
| lemma bilapKernel_ordered (t : ℝ) (ht : 0 < t) (r : ℝ) (hr : 0 < r) (z : V) : | |
| bilapKernel (r^4*t) z = ((r*t^(1/4 : ℝ))⁻¹)^(Module.finrank ℝ V+4) • | |
| bilapOne ((r*t^(1/4 : ℝ))⁻¹ • z) := by | |
| rw [bilapKernel_scaling t ht r hr,bilapKernel_eq_scaled t ht,quarter_root t ht] | |
| dsimp only [bilapOne] | |
| rw [mul_inv,mul_pow,smul_smul,smul_smul] | |
| congr 2 | |
| rw [mul_comm] | |
| lemma kernel_ordered (t : ℝ) (ht : 0 < t) (r : ℝ) (hr : 0 < r) (z : V) : | |
| kernel (r^4*t) z = ((r*t^(1/4 : ℝ))⁻¹)^(Module.finrank ℝ V) • | |
| heatOne ((r*t^(1/4 : ℝ))⁻¹ • z) := by | |
| have hs := heatKernel_scaling t ht r hr z | |
| rw [heatKernel_eq_kernel,heatKernel_eq_kernel] at hs | |
| rw [hs,kernel_eq_scaled t ht,quarter_root t ht] | |
| dsimp only [heatOne] | |
| rw [mul_inv,mul_pow,smul_smul,smul_smul] | |
| simp only [inv_pow] | |
| congr 2 | |
| rw [mul_comm] | |
| lemma integrable_ordered (K : SchwartzMap V ℂ) (j : ℕ) {α β : ℝ} (hα : 0 < α) | |
| (a : C(V,Icc α β)) (r : ℝ) (hr : 0 < r) (f : V →ᵇ ℂ) (x : V) : | |
| Integrable (fun y => f y • (((r*(a y).val^(1/4 : ℝ))⁻¹)^(Module.finrank ℝ V+j) • | |
| K ((r*(a y).val^(1/4 : ℝ))⁻¹ • (x-y)))) := by | |
| exact ScaledSchwartzConvolution.integrable_integrand | |
| (a := r*α^(1/4 : ℝ)) (b := r*β^(1/4 : ℝ)) (by positivity) | |
| (fun y => r*(a y).val^(1/4 : ℝ)) | |
| (continuous_const.mul ((continuous_subtype_val.comp a.continuous).rpow_const | |
| (fun _ => Or.inr (by norm_num)))) | |
| (SourceFrozenRows.radius_bounds (fun y => (a y).val) α β hα (fun y => (a y).property) r hr) | |
| (ContinuousLinearMap.lsmul ℝ ℂ) f K (Module.finrank ℝ V+j) x | |
| lemma principal_eq_ordered {α β : ℝ} (hα : 0 < α) (a₀ a₁ : C(V,Icc α β)) | |
| (r : ℝ) (hr : 0 < r) (f : C₀(V,ℂ)) (x : V) : | |
| principalResidual hα a₀ a₁ r f x = coefficient a₁ x * | |
| SourceFrozenOrder.value bilapOne (fun y => (a₀ y).val) r f.toBCF 4 x - | |
| SourceFrozenOrder.value bilapOne (fun y => (a₀ y).val) r (coefficient a₀*f.toBCF) 4 x := by | |
| rw [principalResidual_apply_unscaled hα a₀ a₁ r hr] | |
| simp_rw [bilapKernel_ordered _ (hα.trans_le (a₀ _).property.1) r hr] | |
| have hi := integrable_ordered bilapOne 4 hα a₀ r hr f.toBCF x | |
| have hi' := integrable_ordered bilapOne 4 hα a₀ r hr (coefficient a₀*f.toBCF) x | |
| unfold SourceFrozenOrder.value ScaledSchwartzConvolution.value | |
| simp only [ContinuousLinearMap.lsmul_apply,smul_eq_mul] at hi hi' ⊢ | |
| rw [← integral_const_mul,← integral_sub (hi.const_mul (coefficient a₁ x)) hi'] | |
| apply integral_congr_ae | |
| filter_upwards with y | |
| simp only [coefficient_apply,BoundedContinuousFunction.coe_mul,Pi.mul_apply, | |
| Complex.ofReal_sub] | |
| change (_-_)*_*f y = _*(f y*_)-(_*f y)*_ | |
| ring | |
| lemma frozen_eq_ordered {α β : ℝ} (hα : 0 < α) (a₀ : C(V,Icc α β)) | |
| (r : ℝ) (hr : 0 < r) (f : C₀(V,ℂ)) (x : V) : | |
| frozenOp hα a₀ r f x = SourceFrozenOrder.value heatOne (fun y => (a₀ y).val) r f.toBCF 0 x := by | |
| rw [frozenOp,frozen_apply_unscaled _ _ _ _ _ _ _ hr] | |
| unfold SourceFrozenOrder.value ScaledSchwartzConvolution.value | |
| simp only [Nat.add_zero,ContinuousLinearMap.lsmul_apply,smul_eq_mul] | |
| apply integral_congr_ae | |
| filter_upwards with y | |
| rw [kernel_ordered _ (hα.trans_le (a₀ _).property.1) r hr] | |
| exact mul_comm _ _ | |
| end FrozenParametrix | |
| open Set MeasureTheory | |
| namespace ProductLipschitz | |
| lemma bound {X : Type*} [NormedAddCommGroup X] (a u : X → ℂ) | |
| (B L M N : ℝ) (hB : 0 ≤ B) (hL : 0 ≤ L) | |
| (ha : ∀ x, ‖a x‖ ≤ B) (hu : ∀ x, ‖u x‖ ≤ M) | |
| (hal : ∀ x y, ‖a x-a y‖ ≤ L*‖x-y‖) | |
| (hul : ∀ x y, ‖u x-u y‖ ≤ N*‖x-y‖) (x y : X) : | |
| ‖a x*u x-a y*u y‖ ≤ (B*N+L*M)*‖x-y‖ := by | |
| have he : a x*u x-a y*u y = a x*(u x-u y)+(a x-a y)*u y := by ring | |
| rw [he] | |
| calc | |
| _ ≤ ‖a x*(u x-u y)‖+‖(a x-a y)*u y‖ := norm_add_le .. | |
| _ = ‖a x‖*‖u x-u y‖+‖a x-a y‖*‖u y‖ := by rw [norm_mul,norm_mul] | |
| _ ≤ B*(N*‖x-y‖)+(L*‖x-y‖)*M := add_le_add | |
| (mul_le_mul (ha x) (hul x y) (norm_nonneg _) hB) | |
| (mul_le_mul (hal x y) (hu y) (norm_nonneg _) (mul_nonneg hL (norm_nonneg _))) | |
| _ = _ := by ring | |
| lemma inv_pow_le {r : ℝ} (hr : 0 < r) (hr1 : r ≤ 1) {j k : ℕ} (hjk : j ≤ k) : | |
| (r⁻¹)^j ≤ (r⁻¹)^k := by | |
| have hh : 1 ≤ r⁻¹ := (one_le_inv₀ hr).mpr hr1 | |
| exact pow_le_pow_right₀ hh hjk | |
| end ProductLipschitz | |
| namespace FrozenParametrix | |
| open scoped SchwartzMap Laplacian ZeroAtInfty BoundedContinuousFunction | |
| open BiharmonicKernel | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| omit [InnerProductSpace ℝ V] [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] in | |
| lemma norm_coefficient_le_pos {α β : ℝ} (hα : 0 < α) (a : C(V,Icc α β)) : | |
| ‖coefficient a‖ ≤ max β 0 := by | |
| apply (BoundedContinuousFunction.norm_le (le_max_right _ _)).mpr | |
| intro x | |
| rw [coefficient_apply,Complex.norm_real,Real.norm_of_nonneg (hα.le.trans (a x).property.1)] | |
| exact (a x).property.2.trans (le_max_left _ _) | |
| lemma exists_principal_lipschitz_bound (α β : ℝ) (hα : 0 < α) (L : ℝ) (hL : 0 ≤ L) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ (a₀ a₁ : C(V,Icc α β)) | |
| (_hLip : ∀ x y, |(a₁ x).val-(a₁ y).val| ≤ L*‖x-y‖) | |
| (r : ℝ) (_hr : 0 < r) (_hr1 : r ≤ 1) (f : C₀(V,ℂ)) (x y : V), | |
| ‖principalResidual hα a₀ a₁ r f x-principalResidual hα a₀ a₁ r f y‖ ≤ | |
| ((r⁻¹)^5*‖f‖*C)*‖x-y‖ := by | |
| obtain ⟨C,D,hC,hD,hb⟩ := SourceFrozenOrder.exists_bounds (bilapOne : SchwartzMap V ℂ) 4 α β hα | |
| let B := max β 0 | |
| have hB : 0 ≤ B := le_max_right _ _ | |
| refine ⟨L*C+2*B*D,by positivity,?_⟩ | |
| intro a₀ a₁ hLip r hr hr1 f x y | |
| let A := fun z => (a₀ z).val | |
| have hA : Continuous A := continuous_subtype_val.comp a₀.continuous | |
| have hAr : ∀ z, A z ∈ Icc α β := fun z => (a₀ z).property | |
| obtain ⟨hu,hul⟩ := hb A hA hAr r hr f.toBCF | |
| obtain ⟨_hv,hvl⟩ := hb A hA hAr r hr (coefficient a₀*f.toBCF) | |
| have ha : ∀ z, ‖coefficient a₁ z‖ ≤ B := fun z => | |
| ((coefficient a₁).norm_coe_le_norm z).trans (norm_coefficient_le_pos hα a₁) | |
| have hal : ∀ z w, ‖coefficient a₁ z-coefficient a₁ w‖ ≤ L*‖z-w‖ := by | |
| intro z w | |
| simpa only [coefficient_apply,← Complex.ofReal_sub,Complex.norm_real,Real.norm_eq_abs] using hLip z w | |
| have hmul : ‖coefficient a₀*f.toBCF‖ ≤ B*‖f‖ := by | |
| simpa only [ZeroAtInftyContinuousMap.norm_toBCF_eq_norm] using | |
| (norm_mul_le (coefficient a₀) f.toBCF).trans | |
| (mul_le_mul_of_nonneg_right (norm_coefficient_le_pos hα a₀) (norm_nonneg f.toBCF)) | |
| have hp := ProductLipschitz.bound (coefficient a₁) | |
| (SourceFrozenOrder.value bilapOne A r f.toBCF 4) | |
| B L ((r⁻¹)^4*(‖f.toBCF‖*C)) ((r⁻¹)^5*(‖f.toBCF‖*D)) hB hL ha hu hal hul x y | |
| simp_rw [principal_eq_ordered hα a₀ a₁ r hr] | |
| calc | |
| _ = ‖(coefficient a₁ x*SourceFrozenOrder.value bilapOne A r f.toBCF 4 x- | |
| coefficient a₁ y*SourceFrozenOrder.value bilapOne A r f.toBCF 4 y)- | |
| (SourceFrozenOrder.value bilapOne A r (coefficient a₀*f.toBCF) 4 x- | |
| SourceFrozenOrder.value bilapOne A r (coefficient a₀*f.toBCF) 4 y)‖ := by congr 1; ring | |
| _ ≤ ‖coefficient a₁ x*SourceFrozenOrder.value bilapOne A r f.toBCF 4 x- | |
| coefficient a₁ y*SourceFrozenOrder.value bilapOne A r f.toBCF 4 y‖+ | |
| ‖SourceFrozenOrder.value bilapOne A r (coefficient a₀*f.toBCF) 4 x- | |
| SourceFrozenOrder.value bilapOne A r (coefficient a₀*f.toBCF) 4 y‖ := norm_sub_le .. | |
| _ ≤ (B*((r⁻¹)^5*(‖f.toBCF‖*D))+L*((r⁻¹)^4*(‖f.toBCF‖*C)))*‖x-y‖+ | |
| ((r⁻¹)^5*(‖coefficient a₀*f.toBCF‖*D))*‖x-y‖ := add_le_add hp (hvl x y) | |
| _ ≤ (B*((r⁻¹)^5*(‖f‖*D))+L*((r⁻¹)^5*(‖f‖*C)))*‖x-y‖+ | |
| ((r⁻¹)^5*((B*‖f‖)*D))*‖x-y‖ := by | |
| simp only [ZeroAtInftyContinuousMap.norm_toBCF_eq_norm] | |
| gcongr <;> first | exact hmul | exact (one_le_inv₀ hr).mpr hr1 | norm_num | |
| _ = _ := by ring | |
| lemma exists_frozen_lipschitz_bound (α β : ℝ) (hα : 0 < α) (B L : ℝ) | |
| (hB : 0 ≤ B) (hL : 0 ≤ L) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ (a : C(V,Icc α β)) (b : V →ᵇ ℂ) | |
| (_hb : ‖b‖ ≤ B) (_hLip : ∀ x y, ‖b x-b y‖ ≤ L*‖x-y‖) | |
| (r : ℝ) (_hr : 0 < r) (_hr1 : r ≤ 1) (f : C₀(V,ℂ)) (x y : V), | |
| ‖b x*frozenOp hα a r f x-b y*frozenOp hα a r f y‖ ≤ | |
| ((r⁻¹)^5*‖f‖*C)*‖x-y‖ := by | |
| obtain ⟨C,D,hC,hD,hbound⟩ := SourceFrozenOrder.exists_bounds (heatOne : SchwartzMap V ℂ) 0 α β hα | |
| refine ⟨B*D+L*C,by positivity,?_⟩ | |
| intro a b hb hLip r hr hr1 f x y | |
| obtain ⟨hu,hul⟩ := hbound (fun z => (a z).val) (continuous_subtype_val.comp a.continuous) | |
| (fun z => (a z).property) r hr f.toBCF | |
| have hh := ProductLipschitz.bound b | |
| (SourceFrozenOrder.value heatOne (fun z => (a z).val) r f.toBCF 0) | |
| B L ((r⁻¹)^0*(‖f.toBCF‖*C)) ((r⁻¹)^1*(‖f.toBCF‖*D)) hB hL | |
| (fun z => (b.norm_coe_le_norm z).trans hb) hu hLip hul x y | |
| simp_rw [frozen_eq_ordered hα a r hr] | |
| apply hh.trans | |
| calc | |
| _ ≤ (B*((r⁻¹)^5*(‖f‖*D))+L*((r⁻¹)^5*(‖f‖*C)))*‖x-y‖ := by | |
| simp only [ZeroAtInftyContinuousMap.norm_toBCF_eq_norm] | |
| gcongr <;> first | exact (one_le_inv₀ hr).mpr hr1 | norm_num | |
| _ = _ := by ring | |
| lemma exists_fullResidual_lipschitz_bound (α β : ℝ) (hα : 0 < α) (B L : ℝ) | |
| (hB : 0 ≤ B) (hL : 0 ≤ L) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ (a₀ a₁ : C(V,Icc α β)) (b : V →ᵇ ℂ) | |
| (_hb : ‖b‖ ≤ B) (_hLipa : ∀ x y, |(a₁ x).val-(a₁ y).val| ≤ L*‖x-y‖) | |
| (_hLipb : ∀ x y, ‖b x-b y‖ ≤ L*‖x-y‖) | |
| (r : ℝ) (_hr : 0 < r) (_hr1 : r ≤ 1) (f : C₀(V,ℂ)) (x y : V), | |
| ‖fullResidualCLM hα a₀ a₁ b r f x-fullResidualCLM hα a₀ a₁ b r f y‖ ≤ | |
| ((r⁻¹)^5*‖f‖*C)*‖x-y‖ := by | |
| obtain ⟨C,hC,hp⟩ := exists_principal_lipschitz_bound (V := V) α β hα L hL | |
| obtain ⟨D,hD,hf⟩ := exists_frozen_lipschitz_bound (V := V) α β hα B L hB hL | |
| refine ⟨C+D,add_nonneg hC hD,?_⟩ | |
| intro a₀ a₁ b hb ha hl r hr hr1 f x y | |
| have he : fullResidualCLM hα a₀ a₁ b r f x-fullResidualCLM hα a₀ a₁ b r f y = | |
| (principalResidual hα a₀ a₁ r f x-principalResidual hα a₀ a₁ r f y)+ | |
| (b x*frozenOp hα a₀ r f x-b y*frozenOp hα a₀ r f y) := by | |
| simp only [fullResidualCLM_apply, ZeroAtInftyContinuousMap.add_apply, C0Multiplier.mul_apply] | |
| ring | |
| rw [he] | |
| calc | |
| _ ≤ ‖principalResidual hα a₀ a₁ r f x-principalResidual hα a₀ a₁ r f y‖+ | |
| ‖b x*frozenOp hα a₀ r f x-b y*frozenOp hα a₀ r f y‖ := norm_add_le .. | |
| _ ≤ ((r⁻¹)^5*‖f‖*C)*‖x-y‖+((r⁻¹)^5*‖f‖*D)*‖x-y‖ := | |
| add_le_add (hp a₀ a₁ ha r hr hr1 f x y) (hf a₀ b hb hl r hr hr1 f x y) | |
| _ = _ := by ring | |
| end FrozenParametrix | |
| open scoped Topology | |
| namespace HolderInterpolation | |
| lemma scalar {z A B δ γ : ℝ} (hz : 0 ≤ z) (hA : 0 ≤ A) (hB : 0 ≤ B) | |
| (hδ : 0 ≤ δ) (hγ : 0 < γ) (hγ1 : γ < 1) (ha : z ≤ A) (hb : z ≤ B*δ) : | |
| z ≤ A^(1-γ)*B^γ*δ^γ := by | |
| by_cases hz0 : z = 0 | |
| · rw [hz0]; positivity | |
| have hz' : 0 < z := lt_of_le_of_ne hz (Ne.symm hz0) | |
| calc | |
| _ = z^(1-γ)*z^γ := by rw [← Real.rpow_add hz']; simp | |
| _ ≤ A^(1-γ)*(B*δ)^γ := mul_le_mul | |
| (Real.rpow_le_rpow hz ha (by linarith)) (Real.rpow_le_rpow hz hb hγ.le) | |
| (Real.rpow_nonneg hz _) (Real.rpow_nonneg hA _) | |
| _ = _ := by rw [Real.mul_rpow hB hδ]; ring | |
| lemma scaled {z C δ q γ p₀ p₁ : ℝ} (hz : 0 ≤ z) (hC : 0 ≤ C) | |
| (hδ : 0 ≤ δ) (hq : 0 < q) (hγ : 0 < γ) (hγ1 : γ < 1) | |
| (ha : z ≤ C*q^p₀) (hb : z ≤ (C*q^p₁)*δ) : | |
| z ≤ C*q^(p₀*(1-γ)+p₁*γ)*δ^γ := by | |
| by_cases hC0 : C = 0 | |
| · simpa only [hC0,zero_mul] using ha | |
| have hC' : 0 < C := lt_of_le_of_ne hC (Ne.symm hC0) | |
| have he := scalar hz (mul_nonneg hC (Real.rpow_nonneg hq.le _)) | |
| (mul_nonneg hC (Real.rpow_nonneg hq.le _)) hδ hγ hγ1 ha hb | |
| rw [Real.mul_rpow hC (Real.rpow_nonneg hq.le _), | |
| Real.mul_rpow hC (Real.rpow_nonneg hq.le _), | |
| ← Real.rpow_mul hq.le,← Real.rpow_mul hq.le] at he | |
| have heq : C^(1-γ)*q^(p₀*(1-γ))*(C^γ*q^(p₁*γ))*δ^γ = | |
| C*q^(p₀*(1-γ)+p₁*γ)*δ^γ := by | |
| calc | |
| _ = (C^(1-γ)*C^γ)*(q^(p₀*(1-γ))*q^(p₁*γ))*δ^γ := by ring | |
| _ = _ := by rw [← Real.rpow_add hC',← Real.rpow_add hq]; simp | |
| exact heq ▸ he | |
| lemma residual {z C δ q γ : ℝ} (hz : 0 ≤ z) (hC : 0 ≤ C) | |
| (hδ : 0 ≤ δ) (hq : 0 < q) (hγ : 0 < γ) (hγ1 : γ < 1) | |
| (ha : z ≤ C*q^(-(3/4 : ℝ))) (hb : z ≤ (C*q^(-(5/4 : ℝ)))*δ) : | |
| z ≤ C*q^(-(3+2*γ)/4)*δ^γ := by | |
| simpa only [show (-(3/4 : ℝ))*(1-γ)+ (-(5/4 : ℝ))*γ = -(3+2*γ)/4 by ring] using | |
| (scaled hz hC hδ hq hγ hγ1 ha hb) | |
| end HolderInterpolation | |
| namespace ParabolicRadius | |
| lemma inv_pow_five {q : ℝ} (hq : 0 ≤ q) : (radius q)⁻¹^5 = q^(-5/4 : ℝ) := by | |
| unfold radius | |
| rw [← Real.rpow_natCast,← Real.rpow_neg hq,← Real.rpow_mul hq] | |
| congr 1 | |
| norm_num | |
| end ParabolicRadius | |
| namespace ParametrixVolterra | |
| open scoped ZeroAtInfty BoundedContinuousFunction | |
| open FrozenParametrix C0Convolution StrongWeightedVolterra | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {T α β : ℝ} (hα : 0 < α) (A : C(Slab T, V →ᵇ Icc α β)) (b : C(Slab T, V →ᵇ ℂ)) | |
| lemma exists_actualResidual_holder_bound (hT : T ≤ 1) (L B : ℝ) (hL : 0 ≤ L) (hB : 0 ≤ B) | |
| (hb : ∀ s, ‖b s‖ ≤ B) | |
| (hLip : ∀ s r : Slab T, ∀ x z : V, | |
| |(A s x).val-(A r z).val| ≤ L*(‖x-z‖+|s.val-r.val|)) | |
| (hLipb : ∀ s : Slab T, ∀ x z : V, ‖b s x-b s z‖ ≤ L*‖x-z‖) | |
| (γ : ℝ) (hγ : 0 < γ) (hγ1 : γ < 1) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ (t : Time T) (s : Slab T) (_hst : s.val<t.val) | |
| (f : C₀(V,ℂ)) (x y : V), | |
| ‖actualResidual hα A b t s f x-actualResidual hα A b t s f y‖ ≤ | |
| C*‖f‖*(t.val-s.val)^(-(3+2*γ)/4)*‖x-y‖^γ := by | |
| obtain ⟨C,hC,hb₀⟩ := exists_actualResidual_bound hα A b hT L B hL hB hb hLip | |
| obtain ⟨D,hD,hb₁⟩ := exists_fullResidual_lipschitz_bound (V := V) α β hα B L hB hL | |
| refine ⟨2*C+D,by positivity,?_⟩ | |
| intro t s hst f x y | |
| let q := t.val-s.val | |
| have hq : 0 < q := sub_pos.mpr hst | |
| have hq1 : q ≤ 1 := by dsimp [q]; linarith [t.property.2,s.property.1] | |
| have hnorm (z : V) : ‖actualResidual hα A b t s f z‖ ≤ C*q^(-3/4 : ℝ)*‖f‖ := | |
| ((actualResidual hα A b t s f).toBCF.norm_coe_le_norm z).trans | |
| (((actualResidual hα A b t s).le_opNorm f).trans | |
| (mul_le_mul_of_nonneg_right (hb₀ t s hst) (norm_nonneg f))) | |
| have hs : ‖actualResidual hα A b t s f x-actualResidual hα A b t s f y‖ ≤ | |
| ((2*C+D)*‖f‖)*q^(-3/4 : ℝ) := by | |
| calc | |
| _ ≤ ‖actualResidual hα A b t s f x‖+‖actualResidual hα A b t s f y‖ := norm_sub_le .. | |
| _ ≤ C*q^(-3/4 : ℝ)*‖f‖+C*q^(-3/4 : ℝ)*‖f‖ := add_le_add (hnorm x) (hnorm y) | |
| _ ≤ _ := by nlinarith [mul_nonneg hD (mul_nonneg (norm_nonneg f) (Real.rpow_nonneg hq.le (-3/4 : ℝ)))] | |
| have hl : ‖actualResidual hα A b t s f x-actualResidual hα A b t s f y‖ ≤ | |
| (((2*C+D)*‖f‖)*q^(-5/4 : ℝ))*‖x-y‖ := by | |
| have h := hb₁ (A s).toContinuousMap (A (now t)).toContinuousMap (b (now t)) (hb _) | |
| (fun z w => by | |
| change |(A (now t) z).val-(A (now t) w).val| ≤ L*‖z-w‖ | |
| simpa only [sub_self,abs_zero,add_zero] using hLip (now t) (now t) z w) | |
| (hLipb _) (ParabolicRadius.radius q) (ParabolicRadius.pos hq) | |
| (ParabolicRadius.le_one hq.le hq1) f x y | |
| rw [ParabolicRadius.inv_pow_five hq.le] at h | |
| apply h.trans | |
| calc | |
| _ = D*‖f‖*q^(-5/4 : ℝ)*‖x-y‖ := by ring | |
| _ ≤ _ := by gcongr; nlinarith | |
| simpa only [neg_div] using HolderInterpolation.residual (norm_nonneg _) | |
| (show 0 ≤ (2*C+D)*‖f‖ by positivity) (norm_nonneg (x-y)) hq hγ hγ1 | |
| (by simpa only [neg_div] using hs) (by simpa only [neg_div] using hl) | |
| end ParametrixVolterra | |
| open Set MeasureTheory | |
| namespace BetaWeights | |
| def density (σ ρ t s : ℝ) : ℝ := s^(-σ)*(t-s)^(-ρ) | |
| lemma density_nonneg (σ ρ t s : ℝ) (hs : 0 ≤ s) (hst : s ≤ t) : 0 ≤ density σ ρ t s := by | |
| exact mul_nonneg (Real.rpow_nonneg hs _) (Real.rpow_nonneg (sub_nonneg.mpr hst) _) | |
| lemma intervalIntegrable_one (σ ρ : ℝ) (hσ : σ < 1) (hρ : ρ < 1) : | |
| IntervalIntegrable (density σ ρ 1) volume 0 1 := by | |
| have hb := (Complex.betaIntegral_convergent | |
| (u := ((1-σ : ℝ) : ℂ)) (v := ((1-ρ : ℝ) : ℂ)) (by simpa using sub_pos.mpr hσ) | |
| (by simpa using sub_pos.mpr hρ)).norm | |
| apply hb.congr_ae | |
| rw [uIoc_of_le (by norm_num : (0:ℝ) ≤ 1),← restrict_Ioo_eq_restrict_Ioc] | |
| filter_upwards [ae_restrict_mem measurableSet_Ioo] with x hx | |
| dsimp only [density] | |
| rw [norm_mul] | |
| have hq : ((1-σ : ℝ) : ℂ)-1 = ((-σ : ℝ) : ℂ) := by push_cast; ring | |
| have hr : ((1-ρ : ℝ) : ℂ)-1 = ((-ρ : ℝ) : ℂ) := by push_cast; ring | |
| rw [hq,hr,show (1 : ℂ)-(x : ℂ) = ((1-x : ℝ) : ℂ) by push_cast; rfl, | |
| Complex.norm_cpow_real,Complex.norm_cpow_real,Complex.norm_real,Complex.norm_real, | |
| Real.norm_eq_abs,Real.norm_eq_abs,abs_of_pos hx.1,abs_of_pos (sub_pos.mpr hx.2)] | |
| lemma density_scaled (σ ρ t s : ℝ) (ht : 0 < t) (hs : s ∈ Ioo 0 1) : | |
| density σ ρ t (t*s) = (t^(-σ)*t^(-ρ))*density σ ρ 1 s := by | |
| unfold density | |
| rw [show t-t*s = t*(1-s) by ring,Real.mul_rpow ht.le hs.1.le, | |
| Real.mul_rpow ht.le (sub_nonneg.mpr hs.2.le)] | |
| ring | |
| lemma intervalIntegrable (σ ρ : ℝ) (hσ : σ < 1) (hρ : ρ < 1) (t : ℝ) (ht : 0 < t) : | |
| IntervalIntegrable (density σ ρ t) volume 0 t := by | |
| rw [← IntervalIntegrable.comp_mul_left_iff ht.ne'] | |
| simp only [zero_div,div_self ht.ne'] | |
| apply ((intervalIntegrable_one σ ρ hσ hρ).const_mul (t^(-σ)*t^(-ρ))).congr_ae | |
| rw [uIoc_of_le (by norm_num : (0:ℝ) ≤ 1)] | |
| have hmem : ∀ᵐ s ∂volume.restrict (Ioc (0:ℝ) 1), s ∈ Ioo 0 1 := by | |
| rw [← restrict_Ioo_eq_restrict_Ioc] | |
| exact ae_restrict_mem measurableSet_Ioo | |
| filter_upwards [hmem] with s hs | |
| exact (density_scaled σ ρ t s ht hs).symm | |
| lemma integral_scale (σ ρ t : ℝ) (ht : 0 < t) : | |
| (∫ s in 0..t, density σ ρ t s) = t^(1-σ-ρ)*(∫ s in 0..1, density σ ρ 1 s) := by | |
| have hc := intervalIntegral.smul_integral_comp_mul_left (a := 0) (b := 1) (density σ ρ t) t | |
| simp only [mul_zero,mul_one,smul_eq_mul] at hc | |
| rw [← hc] | |
| have he : (∫ s in 0..1, density σ ρ t (t*s)) = | |
| (t^(-σ)*t^(-ρ))*(∫ s in 0..1, density σ ρ 1 s) := by | |
| rw [← intervalIntegral.integral_const_mul] | |
| apply intervalIntegral.integral_congr_ae | |
| rw [uIoc_of_le (by norm_num : (0:ℝ) ≤ 1),← ae_restrict_iff' measurableSet_Ioc,← restrict_Ioo_eq_restrict_Ioc] | |
| filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs | |
| exact density_scaled σ ρ t s ht hs | |
| rw [he,← mul_assoc] | |
| congr 1 | |
| calc | |
| _ = t^(1 : ℝ)*(t^(-σ)*t^(-ρ)) := by rw [Real.rpow_one] | |
| _ = _ := by rw [← Real.rpow_add ht,← Real.rpow_add ht]; congr 1; ring | |
| end BetaWeights | |
| namespace HolderIntegral | |
| open scoped ZeroAtInfty BoundedContinuousFunction | |
| variable {V : Type*} [TopologicalSpace V] | |
| def eval (x : V) : C₀(V,ℂ) →L[ℝ] ℂ := | |
| LinearMap.mkContinuous | |
| { toFun := fun f => f x | |
| map_add' := fun _ _ => rfl | |
| map_smul' := fun _ _ => rfl } 1 (fun f => by | |
| change ‖f.toBCF x‖ ≤ 1*‖f‖ | |
| simpa only [one_mul,ZeroAtInftyContinuousMap.norm_toBCF_eq_norm] using f.toBCF.norm_coe_le_norm x) | |
| lemma intervalIntegral_apply (f : ℝ → C₀(V,ℂ)) {a b : ℝ} | |
| (hf : IntervalIntegrable f volume a b) (x : V) : | |
| (∫ s in a..b, f s) x = ∫ s in a..b, f s x := | |
| ((eval x).intervalIntegral_comp_comm hf).symm | |
| lemma beta_holder {x y : V} (f : ℝ → C₀(V,ℂ)) (t : ℝ) (ht : 0 < t) | |
| (hf : IntervalIntegrable f volume 0 t) (σ ρ : ℝ) (hσ : σ < 1) (hρ : ρ < 1) | |
| (C δ : ℝ) (h : ∀ s ∈ Ioo 0 t, | |
| ‖f s x-f s y‖ ≤ C*BetaWeights.density σ ρ t s*δ) : | |
| ‖(∫ s in 0..t, f s) x-(∫ s in 0..t, f s) y‖ ≤ | |
| C*t^(1-σ-ρ)*(∫ s in 0..1, BetaWeights.density σ ρ 1 s)*δ := by | |
| rw [intervalIntegral_apply f hf x,intervalIntegral_apply f hf y, | |
| ← intervalIntegral.integral_sub (show IntervalIntegrable (fun s => f s x) volume 0 t from ⟨(eval x).integrable_comp hf.1,(eval x).integrable_comp hf.2⟩) | |
| (show IntervalIntegrable (fun s => f s y) volume 0 t from ⟨(eval y).integrable_comp hf.1,(eval y).integrable_comp hf.2⟩)] | |
| calc | |
| _ ≤ ∫ s in 0..t, C*BetaWeights.density σ ρ t s*δ := by | |
| apply intervalIntegral.norm_integral_le_of_norm_le ht.le | |
| · rw [← ae_restrict_iff' measurableSet_Ioc,← restrict_Ioo_eq_restrict_Ioc] | |
| filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs | |
| exact h s hs | |
| · exact ((BetaWeights.intervalIntegrable σ ρ hσ hρ t ht).const_mul C).mul_const δ | |
| _ = _ := by | |
| rw [intervalIntegral.integral_mul_const,intervalIntegral.integral_const_mul, | |
| BetaWeights.integral_scale σ ρ t ht] | |
| ring | |
| end HolderIntegral | |
| namespace ParametrixVolterra | |
| open scoped ZeroAtInfty BoundedContinuousFunction | |
| open FrozenParametrix C0Convolution StrongWeightedVolterra | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable {T α β : ℝ} (hα : 0 < α) (A : C(Slab T, V →ᵇ Icc α β)) (b : C(Slab T, V →ᵇ ℂ)) | |
| lemma holder_residual_integral (hT₀ : 0 ≤ T) (C : ℝ) (hC : 0 ≤ C) | |
| (hR : ∀ (t : Time T) (s : Slab T), s.val<t.val → ∀ (f : C₀(V,ℂ)) (x y : V), | |
| ‖actualResidual hα A b t s f x-actualResidual hα A b t s f y‖ ≤ | |
| C*‖f‖*(t.val-s.val)^(-7/8 : ℝ)*‖x-y‖^(1/4 : ℝ)) | |
| (j : Time T →ᵇ C₀(V,ℂ)) (t : Time T) | |
| (hi : IntervalIntegrable (fun r => residualKernel hα A b hT₀ t r (unweighted j r)) volume 0 t.val) | |
| (x y : V) : | |
| ‖(∫ r in 0..t.val, residualKernel hα A b hT₀ t r (unweighted j r)) x- | |
| (∫ r in 0..t.val, residualKernel hα A b hT₀ t r (unweighted j r)) y‖ ≤ | |
| (C*‖j‖)*t.val^(-5/8 : ℝ)*(∫ s in 0..1, BetaWeights.density (3/4) (7/8) 1 s)*‖x-y‖^(1/4 : ℝ) := by | |
| have hh := HolderIntegral.beta_holder (x := x) (y := y) | |
| (fun r => residualKernel hα A b hT₀ t r (unweighted j r)) t.val t.property.1 hi | |
| (3/4) (7/8) (by norm_num) (by norm_num) (C*‖j‖) (‖x-y‖^(1/4 : ℝ)) | |
| apply (show 1-(3/4 : ℝ)-7/8 = -5/8 by norm_num) ▸ hh | |
| intro r hr | |
| let s : Slab T := ⟨r,hr.1.le,hr.2.le.trans t.property.2⟩ | |
| have he : projIcc 0 T hT₀ r = s := projIcc_of_mem hT₀ s.property | |
| have hu : ‖unweighted j r‖ ≤ r^(-3/4 : ℝ)*‖j‖ := by | |
| let u : Time T := ⟨r,hr.1,hr.2.le.trans t.property.2⟩ | |
| change ‖unweighted j u.val‖ ≤ _ | |
| rw [unweighted_at_time,norm_smul,Real.norm_eq_abs,abs_of_nonneg (Real.rpow_nonneg hr.1.le _)] | |
| exact mul_le_mul_of_nonneg_left (j.norm_coe_le_norm u) (Real.rpow_nonneg hr.1.le _) | |
| simp only [residualKernel,ite_eq_left hr,he] | |
| calc | |
| _ ≤ C*‖unweighted j r‖*(t.val-r)^(-7/8 : ℝ)*‖x-y‖^(1/4 : ℝ) := hR t s hr.2 _ x y | |
| _ ≤ C*(r^(-3/4 : ℝ)*‖j‖)*(t.val-r)^(-7/8 : ℝ)*‖x-y‖^(1/4 : ℝ) := by | |
| gcongr | |
| exact Real.rpow_nonneg (sub_nonneg.mpr hr.2.le) _ | |
| _ = _ := by unfold BetaWeights.density; ring_nf | |
| lemma correction_holder (hT₀ : 0 ≤ T) (hT : T ≤ 1) (C : ℝ) (hC : 0 ≤ C) | |
| (hR : ∀ (t : Time T) (s : Slab T), s.val<t.val → ∀ (f : C₀(V,ℂ)) (x y : V), | |
| ‖actualResidual hα A b t s f x-actualResidual hα A b t s f y‖ ≤ | |
| C*‖f‖*(t.val-s.val)^(-7/8 : ℝ)*‖x-y‖^(1/4 : ℝ)) | |
| (d : C₀(V,ℂ)) (l j : Time T →ᵇ C₀(V,ℂ)) (H : ℝ) (hH : 0 ≤ H) | |
| (hl : ∀ t x y, ‖l t x-l t y‖ ≤ H*‖x-y‖^(1/4 : ℝ)) | |
| (hi : ∀ t : Time T, IntervalIntegrable | |
| (fun r => residualKernel hα A b hT₀ t r (unweighted j r)) volume 0 t.val) | |
| (hj : ∀ t : Time T, unweighted j t.val + ∫ r in 0..t.val, | |
| residualKernel hα A b hT₀ t r (unweighted j r) = l t-actualResidual hα A b t (initial hT₀) d) : | |
| ∃ D : ℝ, 0 ≤ D ∧ ∀ t : Time T, ∀ x y, | |
| ‖unweighted j t.val x-unweighted j t.val y‖ ≤ D*t.val^(-7/8 : ℝ)*‖x-y‖^(1/4 : ℝ) := by | |
| let Q := ∫ s in 0..1, BetaWeights.density (3/4) (7/8) 1 s | |
| have hQ : 0 ≤ Q := intervalIntegral.integral_nonneg (by norm_num : (0:ℝ) ≤ 1) | |
| (fun s hs => BetaWeights.density_nonneg _ _ _ _ hs.1 hs.2) | |
| refine ⟨H+C*‖d‖+C*‖j‖*Q,by positivity,fun t x y => ?_⟩ | |
| let v := ∫ r in 0..t.val, residualKernel hα A b hT₀ t r (unweighted j r) | |
| have he : unweighted j t.val = l t-actualResidual hα A b t (initial hT₀) d-v := | |
| eq_sub_of_add_eq (hj t) | |
| have hd := hR t (initial hT₀) t.property.1 d x y | |
| simp only [initial,sub_zero] at hd | |
| have hv := holder_residual_integral hα A b hT₀ C hC hR j t (hi t) x y | |
| have ht1 : t.val ≤ 1 := t.property.2.trans hT | |
| have hp : 1 ≤ t.val^(-7/8 : ℝ) := | |
| Real.one_le_rpow_of_pos_of_le_one_of_nonpos t.property.1 ht1 (by norm_num) | |
| have hq : t.val^(-5/8 : ℝ) ≤ t.val^(-7/8 : ℝ) := | |
| Real.rpow_le_rpow_of_exponent_ge t.property.1 ht1 (by norm_num) | |
| rw [he] | |
| change ‖(l t x-actualResidual hα A b t (initial hT₀) d x-v x)- | |
| (l t y-actualResidual hα A b t (initial hT₀) d y-v y)‖ ≤ _ | |
| calc | |
| _ = ‖(l t x-l t y)-(actualResidual hα A b t (initial hT₀) d x- | |
| actualResidual hα A b t (initial hT₀) d y)-(v x-v y)‖ := by congr 1; ring | |
| _ ≤ ‖l t x-l t y‖+‖actualResidual hα A b t (initial hT₀) d x- | |
| actualResidual hα A b t (initial hT₀) d y‖+‖v x-v y‖ := | |
| (norm_sub_le _ _).trans (add_le_add (norm_sub_le _ _) le_rfl) | |
| _ ≤ H*‖x-y‖^(1/4 : ℝ)+C*‖d‖*t.val^(-7/8 : ℝ)*‖x-y‖^(1/4 : ℝ)+ | |
| (C*‖j‖)*t.val^(-5/8 : ℝ)*Q*‖x-y‖^(1/4 : ℝ) := add_le_add (add_le_add (hl t x y) hd) hv | |
| _ ≤ H*t.val^(-7/8 : ℝ)*‖x-y‖^(1/4 : ℝ)+C*‖d‖*t.val^(-7/8 : ℝ)*‖x-y‖^(1/4 : ℝ)+ | |
| (C*‖j‖)*t.val^(-7/8 : ℝ)*Q*‖x-y‖^(1/4 : ℝ) := by gcongr; exact le_mul_of_one_le_right hH hp | |
| _ = _ := by ring | |
| end ParametrixVolterra | |
| namespace SourceFrozenRows | |
| section ExistsRowZeroBound | |
| open ScaledSchwartzConvolution SchwartzTimeScale | |
| open scoped BoundedContinuousFunction ContDiff | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| lemma exists_row_zero_bound (K : SchwartzMap V ℂ) (α β : ℝ) (hα : 0 < α) : | |
| ∃ C : ℝ, 0 ≤ C ∧ ∀ (A : V → ℝ) (_hA : Continuous A) | |
| (_hAr : ∀ y, A y ∈ Icc α β) (r : ℝ) (_hr : 0 < r) (f : V →ᵇ ℂ) (x : V), | |
| ‖row K A r f 0 x‖ ≤ ‖f‖*C := by | |
| let K' := SchwartzDerivatives.iterated K 0 | |
| obtain ⟨B,hB,_hw,hBp,hb⟩ := SourceFrozenCancellation.parameter_envelope K' (Module.finrank ℝ V+0) α β hα | |
| refine ⟨∫ z, B z,integral_nonneg hBp,?_⟩ | |
| intro A hA hAr r hr f x | |
| rw [row_normalized K A (fun y => hα.trans_le (hAr y).1) r hr,pow_zero,one_smul] | |
| have hi : Integrable (fun z => f (x-r • z) • | |
| atTime K' (Module.finrank ℝ V+0) (A (x-r • z)) z) := by | |
| apply (hB.const_mul ‖f‖).mono' | |
| · exact ((f.continuous.comp (continuous_const.sub (continuous_const.smul continuous_id))).smul | |
| (SourceFrozenCancellation.continuous_variable K' _ (fun z => A (x-r • z)) | |
| (hA.comp (continuous_const.sub (continuous_const.smul continuous_id))) | |
| (fun z => hα.trans_le (hAr _).1))).aestronglyMeasurable | |
| · filter_upwards with z | |
| rw [norm_smul] | |
| exact mul_le_mul (f.norm_coe_le_norm _) (hb _ (hAr _) z) (norm_nonneg _) (norm_nonneg _) | |
| change ‖∫ z, f (x-r • z) • atTime K' _ (A (x-r • z)) z‖ ≤ _ | |
| calc | |
| _ ≤ ∫ z, ‖f (x-r • z) • atTime K' _ (A (x-r • z)) z‖ := norm_integral_le_integral_norm _ | |
| _ ≤ ∫ z, ‖f‖*B z := by | |
| apply integral_mono hi.norm (hB.const_mul ‖f‖) | |
| intro z | |
| dsimp only | |
| rw [norm_smul] | |
| exact mul_le_mul (f.norm_coe_le_norm _) (hb _ (hAr _) z) (norm_nonneg _) (norm_nonneg _) | |
| _ = _ := integral_const_mul .. | |
| lemma continuous_row (K : SchwartzMap V ℂ) (A : V → ℝ) (hA : Continuous A) | |
| (α β : ℝ) (hα : 0 < α) (hAr : ∀ y, A y ∈ Icc α β) | |
| (r : ℝ) (hr : 0 < r) (f : V →ᵇ ℂ) (j : ℕ) : Continuous (row K A r f j) := by | |
| rw [row_eq K A hA α β hα hAr r hr] | |
| have hd : ContDiff ℝ (j+1) (value K A r f) := | |
| by simpa only [Nat.cast_add,Nat.cast_one] using | |
| (contDiff_infty.mp (contDiff_value K A hA α β hα hAr r hr f) (j+1)) | |
| exact hd.continuous_iteratedFDeriv (by exact_mod_cast Nat.le_succ j) | |
| lemma hasFDerivAt_row (K : SchwartzMap V ℂ) (A : V → ℝ) (hA : Continuous A) | |
| (α β : ℝ) (hα : 0 < α) (hAr : ∀ y, A y ∈ Icc α β) | |
| (r : ℝ) (hr : 0 < r) (f : V →ᵇ ℂ) (j : ℕ) (x : V) : | |
| HasFDerivAt (row K A r f j) | |
| ((continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (j+1) => V) ℂ) | |
| (row K A r f (j+1) x)) x := by | |
| rw [row_eq K A hA α β hα hAr r hr f j, | |
| row_eq K A hA α β hα hAr r hr f (j+1)] | |
| have hd : ContDiff ℝ (j+1) (value K A r f) := | |
| by simpa only [Nat.cast_add,Nat.cast_one] using | |
| (contDiff_infty.mp (contDiff_value K A hA α β hα hAr r hr f) (j+1)) | |
| have hd' := (hd.differentiable_iteratedFDeriv (m := j) (by exact_mod_cast Nat.lt_succ_self j) x).hasFDerivAt | |
| simpa only [fderiv_iteratedFDeriv, Function.comp_apply] using hd' | |
| lemma stronglyMeasurable_time_row (K : SchwartzMap V ℂ) (A : ℝ → V → ℝ) | |
| (hA : Continuous (Function.uncurry A)) (f : ℝ → (V →ᵇ ℂ)) (hf : Continuous f) | |
| (j : ℕ) (t : ℝ) (x : V) : | |
| StronglyMeasurable (fun s : ℝ => row K (A s) ((t-s)^(1/4 : ℝ)) (f s) j x) := by | |
| let c : ℝ × V → ℝ := fun p => (((t-p.1)^(1/4 : ℝ))*(A p.1 p.2)^(1/4 : ℝ))⁻¹ | |
| have hc : Measurable c := by | |
| dsimp [c] | |
| exact (((measurable_const.sub measurable_fst).pow_const _).mul | |
| (hA.measurable.pow_const _)).inv | |
| have he : Continuous (fun p : ℝ × V => f p.1 p.2) := by fun_prop | |
| have hg := (SchwartzDerivatives.iterated K j).continuous | |
| have hm : StronglyMeasurable (fun p : ℝ × V => f p.1 p.2 • | |
| (c p ^ (Module.finrank ℝ V+j) • SchwartzDerivatives.iterated K j (c p • (x-p.2)))) := | |
| he.stronglyMeasurable.smul ((hc.pow_const _).stronglyMeasurable.smul | |
| (hg.comp_stronglyMeasurable (hc.stronglyMeasurable.smul | |
| (continuous_const.sub continuous_snd).stronglyMeasurable))) | |
| exact hm.integral_prod_right' | |
| omit [NormedAddCommGroup V] [InnerProductSpace ℝ V] [FiniteDimensional ℝ V] | |
| [MeasurableSpace V] [BorelSpace V] in | |
| lemma radius_weight (q : ℝ) (hq : 0 < q) (j : ℕ) (p : ℝ) : | |
| ((q^(1/4 : ℝ))⁻¹)^j*(q^(1/4 : ℝ))^p = q^((p-j)/4) := by | |
| rw [inv_pow,← Real.rpow_natCast,← Real.rpow_mul hq.le,← Real.rpow_neg hq.le, | |
| ← Real.rpow_mul hq.le,← Real.rpow_add hq] | |
| congr 1 | |
| ring | |
| end ExistsRowZeroBound | |
| section IntegrableOnLagRpow | |
| open SchwartzTimeScale | |
| open scoped BoundedContinuousFunction ContDiff | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| lemma integrableOn_lag_rpow (t p : ℝ) (ht : 0 ≤ t) (hp : -1 < p) : | |
| IntegrableOn (fun s : ℝ => (t-s)^p) (Ioo 0 t) := by | |
| have hi := (intervalIntegral.intervalIntegrable_rpow' (a := 0) (b := t) hp).comp_sub_left t | |
| simp only [sub_zero,sub_self] at hi | |
| exact (intervalIntegrable_iff_integrableOn_Ioo_of_le ht).mp hi.symm | |
| lemma exists_integrable_row_bound (K : SchwartzMap V ℂ) (A : ℝ → V → ℝ) | |
| (hA : Continuous (Function.uncurry A)) (α β : ℝ) (hα : 0 < α) | |
| (hAr : ∀ s y, A s y ∈ Icc α β) (L : ℝ) (hL : 0 ≤ L) | |
| (hAL : ∀ s x y, ‖A s x-A s y‖ ≤ L*‖x-y‖) | |
| (f : ℝ → (V →ᵇ ℂ)) (hf : Continuous f) | |
| (γ H t : ℝ) (ht : 0 ≤ t) (hγ : 0 < γ) (hγ1 : γ ≤ 1) (hH : 0 ≤ H) | |
| (hhold : ∀ s ∈ Ioo 0 t, ∀ x y : V, ‖f s x-f s y‖ ≤ H*‖x-y‖^γ) | |
| (j : ℕ) (hj4 : j ≤ 4) : | |
| ∃ b : ℝ → ℝ, IntegrableOn b (Ioo 0 t) ∧ | |
| ∀ s ∈ Ioo 0 t, ∀ x : V, | |
| ‖row K (A s) ((t-s)^(1/4 : ℝ)) (f s) j x‖ ≤ b s := by | |
| obtain ⟨M,hM⟩ := (isCompact_Icc (a := (0 : ℝ)) (b := t)).exists_bound_of_continuousOn hf.continuousOn | |
| have hAs (s : ℝ) : Continuous (A s) := hA.comp (continuous_const.prodMk continuous_id) | |
| by_cases hj : j = 0 | |
| · subst j | |
| obtain ⟨C,hC,hb⟩ := exists_row_zero_bound K α β hα | |
| refine ⟨fun _ => M*C,integrableOn_const (hs := measure_Ioo_lt_top.ne),?_⟩ | |
| intro s hs x | |
| exact (hb (A s) (hAs s) (hAr s) _ (Real.rpow_pos_of_pos (sub_pos.mpr hs.2) _) (f s) x).trans | |
| (mul_le_mul_of_nonneg_right (hM s ⟨hs.1.le,hs.2.le⟩) hC) | |
| · obtain ⟨C,D,hC,hD,hb⟩ := exists_row_holder_bound K j (Nat.pos_of_ne_zero hj) α β hα γ hγ.le hγ1 | |
| have hp : -1 < (γ-j)/4 := by | |
| have : (j : ℝ) ≤ 4 := by exact_mod_cast hj4 | |
| linarith | |
| have hp' : -1 < ((1 : ℝ)-j)/4 := by | |
| have : (j : ℝ) ≤ 4 := by exact_mod_cast hj4 | |
| linarith | |
| refine ⟨fun s => H*C*(t-s)^((γ-j)/4)+M*L*D*(t-s)^(((1 : ℝ)-j)/4), | |
| ((integrableOn_lag_rpow t _ ht hp).const_mul _).add | |
| ((integrableOn_lag_rpow t _ ht hp').const_mul _),?_⟩ | |
| intro s hs x | |
| have hq : 0 < t-s := sub_pos.mpr hs.2 | |
| have hr : 0 < (t-s)^(1/4 : ℝ) := Real.rpow_pos_of_pos hq _ | |
| have he := hb (A s) (hAs s) (hAr s) L hL (hAL s) (f s) H hH | |
| (hhold s hs) _ hr x | |
| have heq : (((t-s)^(1/4 : ℝ))⁻¹)^j * | |
| (H*((t-s)^(1/4 : ℝ))^γ*C+‖f s‖*L*((t-s)^(1/4 : ℝ))*D) = | |
| H*C*(t-s)^((γ-j)/4)+‖f s‖*L*D*(t-s)^(((1 : ℝ)-j)/4) := by | |
| rw [mul_add] | |
| have h1 := radius_weight (t-s) hq j γ | |
| have h2 := radius_weight (t-s) hq j 1 | |
| rw [Real.rpow_one] at h2 | |
| calc | |
| _ = H*C*((((t-s)^(1/4 : ℝ))⁻¹)^j*((t-s)^(1/4 : ℝ))^γ) + | |
| ‖f s‖*L*D*((((t-s)^(1/4 : ℝ))⁻¹)^j*(t-s)^(1/4 : ℝ)) := by ring | |
| _ = _ := by rw [h1,h2] | |
| rw [heq] at he | |
| apply he.trans | |
| exact add_le_add le_rfl (mul_le_mul_of_nonneg_right | |
| (mul_le_mul_of_nonneg_right (mul_le_mul_of_nonneg_right | |
| (hM s ⟨hs.1.le,hs.2.le⟩) hL) hD) (Real.rpow_nonneg hq.le _)) | |
| def integralRow (K : SchwartzMap V ℂ) (A : ℝ → V → ℝ) | |
| (f : ℝ → (V →ᵇ ℂ)) (t : ℝ) (j : ℕ) (x : V) : V [×j]→L[ℝ] ℂ := | |
| ∫ s in Ioo 0 t, row K (A s) ((t-s)^(1/4 : ℝ)) (f s) j x | |
| variable (K : SchwartzMap V ℂ) (A : ℝ → V → ℝ) | |
| (hA : Continuous (Function.uncurry A)) (α β : ℝ) (hα : 0 < α) | |
| (hAr : ∀ s y, A s y ∈ Icc α β) (L : ℝ) (hL : 0 ≤ L) | |
| (hAL : ∀ s x y, ‖A s x-A s y‖ ≤ L*‖x-y‖) | |
| (f : ℝ → (V →ᵇ ℂ)) (hf : Continuous f) | |
| (γ H t : ℝ) (ht : 0 ≤ t) (hγ : 0 < γ) (hγ1 : γ ≤ 1) (hH : 0 ≤ H) | |
| (hhold : ∀ s ∈ Ioo 0 t, ∀ x y : V, ‖f s x-f s y‖ ≤ H*‖x-y‖^γ) | |
| include hA hα hAr hf hAL hL hH ht hγ hγ1 hhold | |
| lemma integrableOn_row (j : ℕ) (hj4 : j ≤ 4) (x : V) : | |
| IntegrableOn (fun s => row K (A s) ((t-s)^(1/4 : ℝ)) (f s) j x) (Ioo 0 t) := by | |
| obtain ⟨b,hi,hb⟩ := exists_integrable_row_bound K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold j hj4 | |
| exact hi.mono' (stronglyMeasurable_time_row K A hA f hf j t x).aestronglyMeasurable | |
| (by filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs; exact hb s hs x) | |
| lemma continuous_integralRow (j : ℕ) (hj4 : j ≤ 4) : | |
| Continuous (integralRow K A f t j) := by | |
| obtain ⟨b,hbi,hb⟩ := exists_integrable_row_bound K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold j hj4 | |
| apply continuous_of_dominated (bound := b) | |
| · intro x | |
| exact (stronglyMeasurable_time_row K A hA f hf j t x).aestronglyMeasurable | |
| · intro x | |
| filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs | |
| exact hb s hs x | |
| · exact hbi | |
| · filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs | |
| exact continuous_row K (A s) (hA.comp (continuous_const.prodMk continuous_id)) α β hα (hAr s) | |
| _ (Real.rpow_pos_of_pos (sub_pos.mpr hs.2) _) (f s) j | |
| lemma hasFDerivAt_integralRow (j : ℕ) (hj4 : j+1 ≤ 4) (x : V) : | |
| HasFDerivAt (integralRow K A f t j) | |
| ((continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (j+1) => V) ℂ) | |
| (integralRow K A f t (j+1) x)) x := by | |
| let C := (continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (j+1) => V) ℂ).toContinuousLinearEquiv.toContinuousLinearMap | |
| let : ContinuousENorm (V →L[ℝ] V [×j]→L[ℝ] ℂ) := | |
| @SeminormedAddGroup.toContinuousENorm (V →L[ℝ] V [×j]→L[ℝ] ℂ) inferInstance | |
| have hi := integrableOn_row K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold (j+1) hj4 x | |
| have hcomm := ContinuousLinearMap.integral_comp_comm (𝕜 := ℝ) | |
| (E := V [×(j+1)]→L[ℝ] ℂ) (Fₗ := V →L[ℝ] V [×j]→L[ℝ] ℂ) C hi | |
| change HasFDerivAt (fun x => ∫ s in Ioo 0 t, row K (A s) ((t-s)^(1/4 : ℝ)) (f s) j x) | |
| (C (∫ s in Ioo 0 t, row K (A s) ((t-s)^(1/4 : ℝ)) (f s) (j+1) x)) x | |
| rw [← hcomm] | |
| obtain ⟨b,hbi,hb⟩ := exists_integrable_row_bound K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold (j+1) hj4 | |
| apply hasFDerivAt_integral_of_dominated_of_fderiv_le (s := univ) | |
| (F' := fun x s => C (row K (A s) ((t-s)^(1/4 : ℝ)) (f s) (j+1) x)) (bound := b) (univ_mem : univ ∈ 𝓝 x) | |
| · exact Eventually.of_forall fun z => (stronglyMeasurable_time_row K A hA f hf j t z).aestronglyMeasurable | |
| · exact integrableOn_row K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold j (by omega) x | |
| · exact (C.continuous.comp_stronglyMeasurable | |
| (stronglyMeasurable_time_row K A hA f hf (j+1) t x)).aestronglyMeasurable | |
| · filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs z _ | |
| change ‖(continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (j+1) => V) ℂ) | |
| (row K (A s) ((t-s)^(1/4 : ℝ)) (f s) (j+1) z)‖ ≤ b s | |
| rw [LinearIsometryEquiv.norm_map] | |
| exact hb s hs z | |
| · exact hbi | |
| · filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs z _ | |
| exact hasFDerivAt_row K (A s) (hA.comp (continuous_const.prodMk continuous_id)) α β hα (hAr s) | |
| _ (Real.rpow_pos_of_pos (sub_pos.mpr hs.2) _) (f s) j z | |
| lemma contDiff_integralRow (j n : ℕ) (hjn : j+n ≤ 4) : | |
| ContDiff ℝ n (integralRow K A f t j) := by | |
| induction n generalizing j with | |
| | zero => | |
| rw [Nat.cast_zero, contDiff_zero] | |
| exact continuous_integralRow K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold j (by omega) | |
| | succ n ih => | |
| rw [Nat.cast_add, Nat.cast_one, contDiff_succ_iff_hasFDerivAt] | |
| let C : (V [×(j+1)]→L[ℝ] ℂ) →L[ℝ] (V →L[ℝ] V [×j]→L[ℝ] ℂ) := (continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (j+1) => V) ℂ).toContinuousLinearEquiv.toContinuousLinearMap | |
| refine ⟨fun x => C (integralRow K A f t (j+1) x), ?_, ?_⟩ | |
| · exact contDiff_const.clm_apply (ih (j+1) (by omega)) | |
| · intro x | |
| exact hasFDerivAt_integralRow K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold j (by omega) x | |
| end IntegrableOnLagRpow | |
| section Duhamel | |
| open scoped BoundedContinuousFunction ContDiff | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| def duhamel (K : SchwartzMap V ℂ) (A : ℝ → V → ℝ) | |
| (f : ℝ → (V →ᵇ ℂ)) (t : ℝ) (x : V) : ℂ := | |
| ∫ s in Ioo 0 t, value K (A s) ((t-s)^(1/4 : ℝ)) (f s) x | |
| variable (K : SchwartzMap V ℂ) (A : ℝ → V → ℝ) | |
| (hA : Continuous (Function.uncurry A)) (α β : ℝ) (hα : 0 < α) | |
| (hAr : ∀ s y, A s y ∈ Icc α β) (L : ℝ) (hL : 0 ≤ L) | |
| (hAL : ∀ s x y, ‖A s x-A s y‖ ≤ L*‖x-y‖) | |
| (f : ℝ → (V →ᵇ ℂ)) (hf : Continuous f) | |
| (γ H t : ℝ) (ht : 0 ≤ t) (hγ : 0 < γ) (hγ1 : γ ≤ 1) (hH : 0 ≤ H) | |
| (hhold : ∀ s ∈ Ioo 0 t, ∀ x y : V, ‖f s x-f s y‖ ≤ H*‖x-y‖^γ) | |
| include hA hα hAr hf hAL hL hH ht hγ hγ1 hhold | |
| lemma duhamel_eq_integralRow_zero (x : V) : duhamel K A f t x = | |
| (continuousMultilinearCurryFin0 ℝ V ℂ) (integralRow K A f t 0 x) := by | |
| let C := (continuousMultilinearCurryFin0 ℝ V ℂ).toContinuousLinearEquiv.toContinuousLinearMap | |
| have hc := ContinuousLinearMap.integral_comp_comm (𝕜 := ℝ) | |
| (E := V [×0]→L[ℝ] ℂ) (Fₗ := ℂ) C | |
| (integrableOn_row K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold 0 (by omega) x) | |
| change (∫ s in Ioo 0 t, value K (A s) ((t-s)^(1/4 : ℝ)) (f s) x) = | |
| C (∫ s in Ioo 0 t, row K (A s) ((t-s)^(1/4 : ℝ)) (f s) 0 x) | |
| rw [← hc] | |
| apply integral_congr_ae | |
| filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs | |
| rw [row_eq K (A s) (hA.comp (continuous_const.prodMk continuous_id)) α β hα (hAr s) | |
| _ (Real.rpow_pos_of_pos (sub_pos.mpr hs.2) _),iteratedFDeriv_zero_eq_comp] | |
| exact (LinearIsometryEquiv.apply_symm_apply _ _).symm | |
| lemma contDiff_duhamel : ContDiff ℝ 4 (duhamel K A f t) := by | |
| have he : duhamel K A f t = fun x => (continuousMultilinearCurryFin0 ℝ V ℂ) | |
| (integralRow K A f t 0 x) := | |
| funext (duhamel_eq_integralRow_zero K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold) | |
| rw [he] | |
| let C : (V [×0]→L[ℝ] ℂ) →L[ℝ] ℂ := | |
| (continuousMultilinearCurryFin0 ℝ V ℂ).toContinuousLinearEquiv.toContinuousLinearMap | |
| change ContDiff ℝ 4 (fun x => C (integralRow K A f t 0 x)) | |
| exact contDiff_const.clm_apply | |
| (contDiff_integralRow K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold 0 4 (by omega)) | |
| lemma iteratedFDeriv_duhamel (j : ℕ) (hj : j ≤ 4) : | |
| iteratedFDeriv ℝ j (duhamel K A f t) = integralRow K A f t j := by | |
| induction j with | |
| | zero => | |
| funext x | |
| rw [iteratedFDeriv_zero_eq_comp] | |
| change (continuousMultilinearCurryFin0 ℝ V ℂ).symm (duhamel K A f t x) = _ | |
| rw [duhamel_eq_integralRow_zero K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold, | |
| LinearIsometryEquiv.symm_apply_apply] | |
| | succ j ih => | |
| rw [iteratedFDeriv_succ_eq_comp_left,ih (by omega)] | |
| funext x | |
| dsimp only [Function.comp_apply] | |
| rw [(hasFDerivAt_integralRow K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold j hj x).fderiv] | |
| exact LinearIsometryEquiv.symm_apply_apply _ _ | |
| lemma exists_norm_iteratedFDeriv_duhamel_bound (j : ℕ) (hj : j ≤ 4) : | |
| ∃ C : ℝ, ∀ x, ‖iteratedFDeriv ℝ j (duhamel K A f t) x‖ ≤ C := by | |
| obtain ⟨b,hi,hb⟩ := exists_integrable_row_bound K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold j hj | |
| refine ⟨∫ s in Ioo 0 t, b s,fun x => ?_⟩ | |
| rw [iteratedFDeriv_duhamel K A hA α β hα hAr L hL hAL f hf γ H t ht hγ hγ1 hH hhold j hj] | |
| apply norm_integral_le_of_norm_le hi | |
| filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs | |
| exact hb s hs x | |
| end Duhamel | |
| open ScaledSchwartzConvolution SchwartzTimeScale | |
| open scoped BoundedContinuousFunction ContDiff | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| lemma stronglyMeasurable_time_row_of_stronglyMeasurable | |
| (K : SchwartzMap V ℂ) (A : ℝ → V → ℝ) | |
| (hA : Continuous (Function.uncurry A)) (f : ℝ → (V →ᵇ ℂ)) | |
| (hf : StronglyMeasurable f) (j : ℕ) (t : ℝ) (x : V) : | |
| StronglyMeasurable (fun s : ℝ => row K (A s) ((t-s)^(1/4 : ℝ)) (f s) j x) := by | |
| let c : ℝ × V → ℝ := fun p => (((t-p.1)^(1/4 : ℝ))*(A p.1 p.2)^(1/4 : ℝ))⁻¹ | |
| have hc : Measurable c := by | |
| dsimp [c] | |
| exact (((measurable_const.sub measurable_fst).pow_const _).mul | |
| (hA.measurable.pow_const _)).inv | |
| have he' : Continuous (fun p : (V →ᵇ ℂ) × V => p.1 p.2) := by fun_prop | |
| have he : StronglyMeasurable (fun p : ℝ × V => f p.1 p.2) := | |
| he'.comp_stronglyMeasurable | |
| ((hf.comp_measurable measurable_fst).prodMk continuous_snd.stronglyMeasurable) | |
| have hg := (SchwartzDerivatives.iterated K j).continuous | |
| have hm : StronglyMeasurable (fun p : ℝ × V => f p.1 p.2 • | |
| (c p ^ (Module.finrank ℝ V+j) • SchwartzDerivatives.iterated K j (c p • (x-p.2)))) := | |
| he.smul ((hc.pow_const _).stronglyMeasurable.smul | |
| (hg.comp_stronglyMeasurable (hc.stronglyMeasurable.smul | |
| (continuous_const.sub continuous_snd).stronglyMeasurable))) | |
| exact hm.integral_prod_right' | |
| lemma exists_integrable_row_bound_weighted (K : SchwartzMap V ℂ) (A : ℝ → V → ℝ) | |
| (hA : Continuous (Function.uncurry A)) (α β : ℝ) (hα : 0 < α) | |
| (hAr : ∀ s y, A s y ∈ Icc α β) (L : ℝ) (hL : 0 ≤ L) | |
| (hAL : ∀ s x y, ‖A s x-A s y‖ ≤ L*‖x-y‖) | |
| (f : ℝ → (V →ᵇ ℂ)) (σ τ M H γ t : ℝ) | |
| (hσ : σ < 1) (hτ : τ < 1) (_hM : 0 ≤ M) (hH : 0 ≤ H) | |
| (ht : 0 < t) (hγ : 0 < γ) (hγ1 : γ ≤ 1) | |
| (hfn : ∀ s ∈ Ioo 0 t, ‖f s‖ ≤ M*s^(-σ)) | |
| (hhold : ∀ s ∈ Ioo 0 t, ∀ x y : V, ‖f s x-f s y‖ ≤ (H*s^(-τ))*‖x-y‖^γ) | |
| (j : ℕ) (hj4 : j ≤ 4) : | |
| ∃ b : ℝ → ℝ, IntegrableOn b (Ioo 0 t) ∧ | |
| ∀ s ∈ Ioo 0 t, ∀ x : V, | |
| ‖row K (A s) ((t-s)^(1/4 : ℝ)) (f s) j x‖ ≤ b s := by | |
| have hAs (s : ℝ) : Continuous (A s) := hA.comp (continuous_const.prodMk continuous_id) | |
| by_cases hj : j = 0 | |
| · subst j | |
| obtain ⟨C,hC,hb⟩ := exists_row_zero_bound K α β hα | |
| have hi := (intervalIntegrable_iff_integrableOn_Ioo_of_le ht.le).mp | |
| (BetaWeights.intervalIntegrable σ 0 hσ (by norm_num) t ht) | |
| refine ⟨fun s => (M*C)*BetaWeights.density σ 0 t s,hi.const_mul _,?_⟩ | |
| intro s hs x | |
| have hh := (hb (A s) (hAs s) (hAr s) ((t-s)^(1/4 : ℝ)) (Real.rpow_pos_of_pos (sub_pos.mpr hs.2) _) (f s) x).trans | |
| (mul_le_mul_of_nonneg_right (hfn s hs) hC) | |
| simpa only [BetaWeights.density,neg_zero,Real.rpow_zero,mul_one,mul_assoc,mul_comm,mul_left_comm] using hh | |
| · obtain ⟨C,D,hC,hD,hb⟩ := exists_row_holder_bound K j (Nat.pos_of_ne_zero hj) α β hα γ hγ.le hγ1 | |
| have hp : ((j : ℝ)-γ)/4 < 1 := by | |
| have : (j : ℝ) ≤ 4 := by exact_mod_cast hj4 | |
| linarith | |
| have hp' : ((j : ℝ)-1)/4 < 1 := by | |
| have : (j : ℝ) ≤ 4 := by exact_mod_cast hj4 | |
| linarith | |
| have hi := (intervalIntegrable_iff_integrableOn_Ioo_of_le ht.le).mp | |
| (BetaWeights.intervalIntegrable τ ((j-γ)/4) hτ hp t ht) | |
| have hi' := (intervalIntegrable_iff_integrableOn_Ioo_of_le ht.le).mp | |
| (BetaWeights.intervalIntegrable σ ((j-1)/4) hσ hp' t ht) | |
| refine ⟨fun s => (H*C)*BetaWeights.density τ ((j-γ)/4) t s+ | |
| (M*L*D)*BetaWeights.density σ ((j-1)/4) t s, | |
| (hi.const_mul _).add (hi'.const_mul _),?_⟩ | |
| intro s hs x | |
| have hq : 0 < t-s := sub_pos.mpr hs.2 | |
| have hr : 0 < (t-s)^(1/4 : ℝ) := Real.rpow_pos_of_pos hq _ | |
| have hsτ : 0 ≤ H*s^(-τ) := mul_nonneg hH (Real.rpow_nonneg hs.1.le _) | |
| have he := hb (A s) (hAs s) (hAr s) L hL (hAL s) (f s) (H*s^(-τ)) hsτ | |
| (hhold s hs) _ hr x | |
| have heq : (((t-s)^(1/4 : ℝ))⁻¹)^j * | |
| ((H*s^(-τ))*((t-s)^(1/4 : ℝ))^γ*C+‖f s‖*L*((t-s)^(1/4 : ℝ))*D) = | |
| (H*s^(-τ))*C*(t-s)^((γ-j)/4)+‖f s‖*L*D*(t-s)^(((1 : ℝ)-j)/4) := by | |
| rw [mul_add] | |
| have h1 := radius_weight (t-s) hq j γ | |
| have h2 := radius_weight (t-s) hq j 1 | |
| rw [Real.rpow_one] at h2 | |
| calc | |
| _ = (H*s^(-τ))*C*((((t-s)^(1/4 : ℝ))⁻¹)^j*((t-s)^(1/4 : ℝ))^γ) + | |
| ‖f s‖*L*D*((((t-s)^(1/4 : ℝ))⁻¹)^j*(t-s)^(1/4 : ℝ)) := by ring | |
| _ = _ := by rw [h1,h2] | |
| rw [heq] at he | |
| apply he.trans | |
| have hn := mul_le_mul_of_nonneg_right | |
| (mul_le_mul_of_nonneg_right (mul_le_mul_of_nonneg_right (hfn s hs) hL) hD) | |
| (Real.rpow_nonneg hq.le (((1 : ℝ)-j)/4)) | |
| calc | |
| _ ≤ (H*s^(-τ))*C*(t-s)^((γ-j)/4)+(M*s^(-σ))*L*D*(t-s)^(((1 : ℝ)-j)/4) := | |
| add_le_add le_rfl hn | |
| _ = _ := by | |
| unfold BetaWeights.density | |
| rw [show -((↑j-γ)/4) = (γ-j)/4 by ring,show -(((j:ℝ)-1)/4) = ((1:ℝ)-j)/4 by ring] | |
| ring | |
| end SourceFrozenRows | |
| namespace WeightedSourceFrozenRows | |
| open SourceFrozenRows | |
| open scoped BoundedContinuousFunction ContDiff | |
| variable {V : Type} [NormedAddCommGroup V] [InnerProductSpace ℝ V] | |
| [FiniteDimensional ℝ V] [MeasurableSpace V] [BorelSpace V] | |
| variable (K : SchwartzMap V ℂ) (A : ℝ → V → ℝ) | |
| (hA : Continuous (Function.uncurry A)) (α β : ℝ) (hα : 0 < α) | |
| (hAr : ∀ s y, A s y ∈ Icc α β) (L : ℝ) (hL : 0 ≤ L) | |
| (hAL : ∀ s x y, ‖A s x-A s y‖ ≤ L*‖x-y‖) | |
| (f : ℝ → (V →ᵇ ℂ)) (hf : StronglyMeasurable f) (σ τ M H γ t : ℝ) | |
| (hσ : σ < 1) (hτ : τ < 1) (hM : 0 ≤ M) (hH : 0 ≤ H) | |
| (ht : 0 < t) (hγ : 0 < γ) (hγ1 : γ ≤ 1) | |
| (hfn : ∀ s ∈ Ioo 0 t, ‖f s‖ ≤ M*s^(-σ)) | |
| (hhold : ∀ s ∈ Ioo 0 t, ∀ x y : V, ‖f s x-f s y‖ ≤ (H*s^(-τ))*‖x-y‖^γ) | |
| include hA hα hAr hf hAL hL hH ht hγ hγ1 hhold hσ hτ hM hfn | |
| lemma integrableOn_row (j : ℕ) (hj4 : j ≤ 4) (x : V) : | |
| IntegrableOn (fun s => row K (A s) ((t-s)^(1/4 : ℝ)) (f s) j x) (Ioo 0 t) := by | |
| obtain ⟨b,hi,hb⟩ := SourceFrozenRows.exists_integrable_row_bound_weighted K A hA α β hα hAr L hL hAL f σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold j hj4 | |
| exact hi.mono' (stronglyMeasurable_time_row_of_stronglyMeasurable K A hA f hf j t x).aestronglyMeasurable | |
| (by filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs; exact hb s hs x) | |
| lemma continuous_integralRow (j : ℕ) (hj4 : j ≤ 4) : | |
| Continuous (integralRow K A f t j) := by | |
| obtain ⟨b,hbi,hb⟩ := SourceFrozenRows.exists_integrable_row_bound_weighted K A hA α β hα hAr L hL hAL f σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold j hj4 | |
| apply continuous_of_dominated (bound := b) | |
| · intro x | |
| exact (stronglyMeasurable_time_row_of_stronglyMeasurable K A hA f hf j t x).aestronglyMeasurable | |
| · intro x | |
| filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs | |
| exact hb s hs x | |
| · exact hbi | |
| · filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs | |
| exact continuous_row K (A s) (hA.comp (continuous_const.prodMk continuous_id)) α β hα (hAr s) | |
| _ (Real.rpow_pos_of_pos (sub_pos.mpr hs.2) _) (f s) j | |
| lemma hasFDerivAt_integralRow (j : ℕ) (hj4 : j+1 ≤ 4) (x : V) : | |
| HasFDerivAt (integralRow K A f t j) | |
| ((continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (j+1) => V) ℂ) | |
| (integralRow K A f t (j+1) x)) x := by | |
| let C := (continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (j+1) => V) ℂ).toContinuousLinearEquiv.toContinuousLinearMap | |
| let : ContinuousENorm (V →L[ℝ] V [×j]→L[ℝ] ℂ) := | |
| @SeminormedAddGroup.toContinuousENorm (V →L[ℝ] V [×j]→L[ℝ] ℂ) inferInstance | |
| have hi := integrableOn_row K A hA α β hα hAr L hL hAL f hf σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold (j+1) hj4 x | |
| have hcomm := ContinuousLinearMap.integral_comp_comm (𝕜 := ℝ) | |
| (E := V [×(j+1)]→L[ℝ] ℂ) (Fₗ := V →L[ℝ] V [×j]→L[ℝ] ℂ) C hi | |
| change HasFDerivAt (fun x => ∫ s in Ioo 0 t, row K (A s) ((t-s)^(1/4 : ℝ)) (f s) j x) | |
| (C (∫ s in Ioo 0 t, row K (A s) ((t-s)^(1/4 : ℝ)) (f s) (j+1) x)) x | |
| rw [← hcomm] | |
| obtain ⟨b,hbi,hb⟩ := SourceFrozenRows.exists_integrable_row_bound_weighted K A hA α β hα hAr L hL hAL f σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold (j+1) hj4 | |
| apply hasFDerivAt_integral_of_dominated_of_fderiv_le (s := univ) | |
| (F' := fun x s => C (row K (A s) ((t-s)^(1/4 : ℝ)) (f s) (j+1) x)) (bound := b) (univ_mem : univ ∈ 𝓝 x) | |
| · exact Eventually.of_forall fun z => (stronglyMeasurable_time_row_of_stronglyMeasurable K A hA f hf j t z).aestronglyMeasurable | |
| · exact integrableOn_row K A hA α β hα hAr L hL hAL f hf σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold j (by omega) x | |
| · exact (C.continuous.comp_stronglyMeasurable | |
| (stronglyMeasurable_time_row_of_stronglyMeasurable K A hA f hf (j+1) t x)).aestronglyMeasurable | |
| · filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs z _ | |
| change ‖(continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (j+1) => V) ℂ) | |
| (row K (A s) ((t-s)^(1/4 : ℝ)) (f s) (j+1) z)‖ ≤ b s | |
| rw [LinearIsometryEquiv.norm_map] | |
| exact hb s hs z | |
| · exact hbi | |
| · filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs z _ | |
| exact hasFDerivAt_row K (A s) (hA.comp (continuous_const.prodMk continuous_id)) α β hα (hAr s) | |
| _ (Real.rpow_pos_of_pos (sub_pos.mpr hs.2) _) (f s) j z | |
| lemma contDiff_integralRow (j n : ℕ) (hjn : j+n ≤ 4) : | |
| ContDiff ℝ n (integralRow K A f t j) := by | |
| induction n generalizing j with | |
| | zero => | |
| rw [Nat.cast_zero, contDiff_zero] | |
| exact continuous_integralRow K A hA α β hα hAr L hL hAL f hf σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold j (by omega) | |
| | succ n ih => | |
| rw [Nat.cast_add, Nat.cast_one, contDiff_succ_iff_hasFDerivAt] | |
| let C : (V [×(j+1)]→L[ℝ] ℂ) →L[ℝ] (V →L[ℝ] V [×j]→L[ℝ] ℂ) := (continuousMultilinearCurryLeftEquiv ℝ (fun _ : Fin (j+1) => V) ℂ).toContinuousLinearEquiv.toContinuousLinearMap | |
| refine ⟨fun x => C (integralRow K A f t (j+1) x), ?_, ?_⟩ | |
| · exact contDiff_const.clm_apply (ih (j+1) (by omega)) | |
| · intro x | |
| exact hasFDerivAt_integralRow K A hA α β hα hAr L hL hAL f hf σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold j (by omega) x | |
| lemma duhamel_eq_integralRow_zero (x : V) : duhamel K A f t x = | |
| (continuousMultilinearCurryFin0 ℝ V ℂ) (integralRow K A f t 0 x) := by | |
| let C := (continuousMultilinearCurryFin0 ℝ V ℂ).toContinuousLinearEquiv.toContinuousLinearMap | |
| have hc := ContinuousLinearMap.integral_comp_comm (𝕜 := ℝ) | |
| (E := V [×0]→L[ℝ] ℂ) (Fₗ := ℂ) C | |
| (integrableOn_row K A hA α β hα hAr L hL hAL f hf σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold 0 (by omega) x) | |
| change (∫ s in Ioo 0 t, value K (A s) ((t-s)^(1/4 : ℝ)) (f s) x) = | |
| C (∫ s in Ioo 0 t, row K (A s) ((t-s)^(1/4 : ℝ)) (f s) 0 x) | |
| rw [← hc] | |
| apply integral_congr_ae | |
| filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs | |
| rw [row_eq K (A s) (hA.comp (continuous_const.prodMk continuous_id)) α β hα (hAr s) | |
| _ (Real.rpow_pos_of_pos (sub_pos.mpr hs.2) _),iteratedFDeriv_zero_eq_comp] | |
| exact (LinearIsometryEquiv.apply_symm_apply _ _).symm | |
| lemma contDiff_duhamel : ContDiff ℝ 4 (duhamel K A f t) := by | |
| have he : duhamel K A f t = fun x => (continuousMultilinearCurryFin0 ℝ V ℂ) | |
| (integralRow K A f t 0 x) := | |
| funext (duhamel_eq_integralRow_zero K A hA α β hα hAr L hL hAL f hf σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold) | |
| rw [he] | |
| let C : (V [×0]→L[ℝ] ℂ) →L[ℝ] ℂ := | |
| (continuousMultilinearCurryFin0 ℝ V ℂ).toContinuousLinearEquiv.toContinuousLinearMap | |
| change ContDiff ℝ 4 (fun x => C (integralRow K A f t 0 x)) | |
| exact contDiff_const.clm_apply | |
| (contDiff_integralRow K A hA α β hα hAr L hL hAL f hf σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold 0 4 (by omega)) | |
| lemma iteratedFDeriv_duhamel (j : ℕ) (hj : j ≤ 4) : | |
| iteratedFDeriv ℝ j (duhamel K A f t) = integralRow K A f t j := by | |
| induction j with | |
| | zero => | |
| funext x | |
| rw [iteratedFDeriv_zero_eq_comp] | |
| change (continuousMultilinearCurryFin0 ℝ V ℂ).symm (duhamel K A f t x) = _ | |
| rw [duhamel_eq_integralRow_zero K A hA α β hα hAr L hL hAL f hf σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold, | |
| LinearIsometryEquiv.symm_apply_apply] | |
| | succ j ih => | |
| rw [iteratedFDeriv_succ_eq_comp_left,ih (by omega)] | |
| funext x | |
| dsimp only [Function.comp_apply] | |
| rw [(hasFDerivAt_integralRow K A hA α β hα hAr L hL hAL f hf σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold j hj x).fderiv] | |
| exact LinearIsometryEquiv.symm_apply_apply _ _ | |
| lemma exists_norm_iteratedFDeriv_duhamel_bound (j : ℕ) (hj : j ≤ 4) : | |
| ∃ C : ℝ, ∀ x, ‖iteratedFDeriv ℝ j (duhamel K A f t) x‖ ≤ C := by | |
| obtain ⟨b,hi,hb⟩ := SourceFrozenRows.exists_integrable_row_bound_weighted K A hA α β hα hAr L hL hAL f σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold j hj | |
| refine ⟨∫ s in Ioo 0 t, b s,fun x => ?_⟩ | |
| rw [iteratedFDeriv_duhamel K A hA α β hα hAr L hL hAL f hf σ τ M H γ t hσ hτ hM hH ht hγ hγ1 hfn hhold j hj] | |
| apply norm_integral_le_of_norm_le hi | |
| filter_upwards [ae_restrict_mem measurableSet_Ioo] with s hs | |
| exact hb s hs x | |
| end WeightedSourceFrozenRows | |
| end | |
| end OAI | |