import OAI.MathematicalPhysics.RapidForcing.Detector namespace OAI open scoped BigOperators ENNReal Topology open Set MeasureTheory namespace RapidForcing section UniformBounds variable {P E F : Type} [NormedAddCommGroup P] [NormedSpace ℝ P] [NormedAddCommGroup E] [NormedSpace ℝ E] [NormedAddCommGroup F] [NormedSpace ℝ F] lemma norm_iteratedFDeriv_slice_le {f : P × E → F} (hf : ContDiff ℝ (⊤ : ℕ∞) f) (a : P) (x : E) (k : ℕ) : ‖iteratedFDeriv ℝ k (fun y => f (a, y)) x‖ ≤ ‖iteratedFDeriv ℝ k f (a, x)‖ := by let L := ContinuousLinearMap.inr ℝ P E have hL : ‖L‖ ≤ 1 := ContinuousLinearMap.opNorm_le_bound _ zero_le_one (by intro y simp [L]) have hf' : ContDiff ℝ (⊤ : ℕ∞) (fun z : P × E => f (z + (a, 0))) := hf.comp (contDiff_id.add contDiff_const) have hd := L.iteratedFDeriv_comp_right hf' x (i := k) (by exact_mod_cast (le_top : (k : ℕ∞) ≤ ⊤)) have hfun : (fun y => f (a, y)) = (fun z : P × E => f (z + (a, 0))) ∘ L := by ext y simp [L] rw [hfun, hd, iteratedFDeriv_comp_add_right] have hb := (iteratedFDeriv ℝ k f (L x + (a, 0))).norm_compContinuousLinearMap_le (fun _ : Fin k => L) simp only [Finset.prod_const, Finset.card_univ, Fintype.card_fin] at hb calc _ ≤ ‖iteratedFDeriv ℝ k f (L x + (a, 0))‖ * ‖L‖ ^ k := hb _ ≤ ‖iteratedFDeriv ℝ k f (L x + (a, 0))‖ * 1 := mul_le_mul_of_nonneg_left (by simpa using pow_le_pow_left₀ (norm_nonneg L) hL k) (norm_nonneg _) _ = _ := by simp [L] lemma uniform_derivative_bound {f : P × E → F} (hf : ContDiff ℝ (⊤ : ℕ∞) f) {A : Set P} {B : Set E} (hA : IsCompact A) (hB : IsCompact B) (hs : ∀ a ∈ A, tsupport (fun x => f (a, x)) ⊆ B) (k : ℕ) : ∃ C : ℝ, 0 ≤ C ∧ ∀ a ∈ A, ∀ x, ‖iteratedFDeriv ℝ k (fun y => f (a, y)) x‖ ≤ C := by obtain ⟨C, hC⟩ := (hA.prod hB).exists_bound_of_continuousOn ((hf.continuous_iteratedFDeriv (m := k) (by exact_mod_cast (le_top : (k : ℕ∞) ≤ ⊤))).continuousOn) refine ⟨max 0 C, le_max_left _ _, ?_⟩ intro a ha x by_cases hx : x ∈ B · exact (norm_iteratedFDeriv_slice_le hf a x k).trans ((hC (a, x) ⟨ha, hx⟩).trans (le_max_right _ _)) · have hz : iteratedFDeriv ℝ k (fun y => f (a, y)) x = 0 := image_eq_zero_of_notMem_tsupport (fun h => hx (hs a ha (tsupport_iteratedFDeriv_subset k h))) rw [hz, norm_zero] exact le_max_left _ _ end UniformBounds noncomputable def scaledCurl (η ξ : Space) : Field Space := fun σ y => curl (fun z => ζ (z - θ σ • η) • ((1 / 2 : ℝ) • cross (deriv θ σ • ξ) (z - θ σ • η))) y lemma scaledCurl_joint_smooth : ContDiff ℝ (⊤ : ℕ∞) (fun p : (Space × Space) × (ℝ × Space) => scaledCurl p.1.1 p.1.2 p.2.1 p.2.2) := by have hθ := theta_smooth have hdθ : ContDiff ℝ (⊤ : ℕ∞) (deriv θ) := (contDiff_infty_iff_deriv.mp theta_smooth).2 have h : ContDiff ℝ (⊤ : ℕ∞) (fun p : ((Space × Space) × (ℝ × Space)) × Space => ζ (p.2 - θ p.1.2.1 • p.1.1.1) • ((1 / 2 : ℝ) • cross (deriv θ p.1.2.1 • p.1.1.2) (p.2 - θ p.1.2.1 • p.1.1.1))) := by apply (contDiff_piLp 2).mpr intro i fin_cases i <;> dsimp [cross, vec] <;> unfold ζ <;> fun_prop (disch := assumption) have hD : ContDiff ℝ (⊤ : ℕ∞) (fun p : (Space × Space) × (ℝ × Space) => fderiv ℝ (fun z => ζ (z - θ p.2.1 • p.1.1) • ((1 / 2 : ℝ) • cross (deriv θ p.2.1 • p.1.2) (z - θ p.2.1 • p.1.1))) p.2.2) := h.fderiv (contDiff_snd.snd) (by simp) apply (contDiff_piLp 2).mpr intro i fin_cases i <;> dsimp [scaledCurl, curl, vec] <;> fun_prop lemma deriv_theta_left {σ : ℝ} (hσ : σ < 1 / 4) : deriv θ σ = 0 := by have he : θ =ᶠ[𝓝 σ] fun _ => 0 := by filter_upwards [Iio_mem_nhds hσ] with s hs exact theta_zero hs.le simpa using he.deriv_eq lemma deriv_theta_right {σ : ℝ} (hσ : 3 / 4 < σ) : deriv θ σ = 0 := by have he : θ =ᶠ[𝓝 σ] fun _ => 1 := by filter_upwards [Ioi_mem_nhds hσ] with s hs exact theta_one hs.le simpa using he.deriv_eq lemma scaledCurl_eq_zero_of_deriv_theta (η ξ : Space) {σ : ℝ} (hσ : deriv θ σ = 0) : scaledCurl η ξ σ = 0 := by funext y have hc : ∀ z : Space, cross (0 : Space) z = 0 := by intro z ext i fin_cases i <;> simp [cross, vec] simp [scaledCurl, hσ, hc, curl, vec] lemma norm_le_two_mul_of_coord_le {z : Space} {r : ℝ} (hr : 0 ≤ r) (hz : ∀ i : Fin 3, |z i| ≤ r) : ‖z‖ ≤ 2 * r := by have hs (i : Fin 3) : (z i) ^ 2 ≤ r ^ 2 := by simpa only [sq_abs] using (sq_le_sq₀ (abs_nonneg _) hr).mpr (hz i) have hnorm : ‖z‖ ^ 2 = (z 0) ^ 2 + (z 1) ^ 2 + (z 2) ^ 2 := by simpa [Fin.sum_univ_three, Real.norm_eq_abs, sq_abs] using EuclideanSpace.norm_sq_eq z nlinarith [hs 0, hs 1, hs 2, norm_nonneg z, sq_nonneg r] lemma scaledCurl_tsupport_subset (η ξ : Space) (hη : ‖η‖ ≤ 2) : tsupport (Function.uncurry (scaledCurl η ξ)) ⊆ Icc (0 : ℝ) 1 ×ˢ Metric.closedBall (0 : Space) 3 := by apply closure_minimal _ (isClosed_Icc.prod Metric.isClosed_closedBall) intro p hp have ht : p.1 ∈ Icc (0 : ℝ) 1 := by by_contra h have hz : scaledCurl η ξ p.1 = 0 := by have hor : p.1 < 0 ∨ 1 < p.1 := by by_cases hh : 0 ≤ p.1 · exact Or.inr (lt_of_not_ge (fun hh' => h ⟨hh, hh'⟩)) · exact Or.inl (lt_of_not_ge hh) rcases hor with h | h · exact scaledCurl_eq_zero_of_deriv_theta η ξ (deriv_theta_left (by linarith)) · exact scaledCurl_eq_zero_of_deriv_theta η ξ (deriv_theta_right (by linarith)) exact hp (congrFun hz p.2) refine ⟨ht, ?_⟩ have hz : p.2 ∈ tsupport (fun z => ζ (z - θ p.1 • η) • ((1 / 2 : ℝ) • cross (deriv θ p.1 • ξ) (z - θ p.1 • η))) := curl_tsupport_subset _ (subset_closure hp) have hs : tsupport (fun z => ζ (z - θ p.1 • η) • ((1 / 2 : ℝ) • cross (deriv θ p.1 • ξ) (z - θ p.1 • η))) ⊆ supportBox (θ p.1 • η) (1 / 8) := by apply closure_minimal _ (supportBox_closed _ _) intro z hz i by_contra hi have hv := zeta_zero (i := i) (v := z - θ p.1 • η) (le_of_lt (not_le.mp hi)) exact hz (by dsimp; rw [hv, zero_smul]) have hc := hs hz have hn : ‖p.2 - θ p.1 • η‖ ≤ 1 := by have hcoord := norm_le_two_mul_of_coord_le (z := p.2 - θ p.1 • η) (by norm_num : (0 : ℝ) ≤ 1 / 8) (fun i => hc i) exact hcoord.trans (by norm_num) have hθη : ‖θ p.1 • η‖ ≤ 2 := by rw [norm_smul, Real.norm_eq_abs, abs_of_nonneg (theta_nonneg _)] exact (mul_le_of_le_one_left (norm_nonneg η) (theta_le_one _)).trans hη rw [Metric.mem_closedBall, dist_zero_right] calc ‖p.2‖ = ‖(p.2 - θ p.1 • η) + θ p.1 • η‖ := by rw [sub_add_cancel] _ ≤ ‖p.2 - θ p.1 • η‖ + ‖θ p.1 • η‖ := norm_add_le _ _ _ ≤ 3 := by linarith lemma scaledCurl_derivative_bound (k : ℕ) : ∃ C : ℝ, 0 ≤ C ∧ ∀ η ξ : Space, ‖η‖ ≤ 2 → ‖ξ‖ ≤ 2 → ∀ p : ℝ × Space, ‖iteratedFDeriv ℝ k (Function.uncurry (scaledCurl η ξ)) p‖ ≤ C := by obtain ⟨C, hC, hb⟩ := uniform_derivative_bound scaledCurl_joint_smooth ((isCompact_closedBall (0 : Space) 2).prod (isCompact_closedBall (0 : Space) 2)) (isCompact_Icc.prod (isCompact_closedBall (0 : Space) 3)) (fun a ha => scaledCurl_tsupport_subset a.1 a.2 (by simpa using ha.1)) k refine ⟨C, hC, ?_⟩ intro η ξ hη hξ p exact hb (η, ξ) (by simpa using And.intro hη hξ) p lemma cross_smul_left (r : ℝ) (a b : Space) : cross (r • a) b = r • cross a b := by ext i fin_cases i <;> dsimp [cross, vec] <;> ring lemma cross_smul_right (r : ℝ) (a b : Space) : cross a (r • b) = r • cross a b := by ext i fin_cases i <;> dsimp [cross, vec] <;> ring lemma curl_const_smul {V : Space → Space} (hV : Differentiable ℝ V) (r : ℝ) (x : Space) : curl (fun y => r • V y) x = r • curl V x := by have hd : fderiv ℝ (fun y => r • V y) x = r • fderiv ℝ V x := fderiv_const_smul (hV x) r ext i fin_cases i <;> simp only [curl, hd, vec, smul_apply] <;> dsimp <;> ring lemma curl_affine_scale {V : Space → Space} (hV : Differentiable ℝ V) (a : Space) (r : ℝ) (x : Space) : curl (fun y => V (r • (y - a))) x = r • curl V (r • (x - a)) := by have ha : HasFDerivAt (fun y : Space => r • (y - a)) (r • ContinuousLinearMap.id ℝ Space) x := ((hasFDerivAt_id x).sub_const a).const_smul r have hd : fderiv ℝ (fun y => V (r • (y - a))) x = (fderiv ℝ V (r • (x - a))).comp (r • ContinuousLinearMap.id ℝ Space) := ((hV (r • (x - a))).hasFDerivAt.comp x ha).fderiv ext i fin_cases i <;> simp only [curl, hd, vec, ContinuousLinearMap.comp_apply, smul_apply, ContinuousLinearMap.id_apply, map_smul] <;> dsimp <;> ring lemma movingCurl_normalized (a v : Space) {δ b : ℝ} (hδ : δ ≠ 0) (hb : b ≠ 0) (σ : ℝ) (x : Space) : movingCurl (fun s => a + θ s • v) δ σ x = b • scaledCurl (δ⁻¹ • v) (b⁻¹ • v) σ (δ⁻¹ • (x - a)) := by let η := δ⁻¹ • v let ξ := b⁻¹ • v let V : Space → Space := fun z => ζ (z - θ σ • η) • ((1 / 2 : ℝ) • cross (deriv θ σ • ξ) (z - θ σ • η)) have hθ := theta_smooth have hVsm : ContDiff ℝ (⊤ : ℕ∞) V := by apply (contDiff_piLp 2).mpr intro i fin_cases i <;> dsimp [V, cross, vec] <;> unfold ζ <;> fun_prop have hV : Differentiable ℝ V := hVsm.differentiable (by simp) have hc : deriv (fun s => a + θ s • v) σ = deriv θ σ • v := by rw [deriv_const_add, deriv_smul_const] exact theta_smooth.differentiable (by simp) σ have hz (y : Space) : δ⁻¹ • (y - (a + θ σ • v)) = δ⁻¹ • (y - a) - θ σ • η := by dsimp [η] module have hz' (y : Space) : y - (a + θ σ • v) = δ • (δ⁻¹ • (y - a) - θ σ • η) := by rw [← hz, smul_inv_smul₀ hδ] have hv : deriv θ σ • v = b • (deriv θ σ • ξ) := by dsimp [ξ] rw [smul_comm (deriv θ σ), smul_inv_smul₀ hb] have hpot : (fun y => ζ (δ⁻¹ • (y - (a + θ σ • v))) • ((1 / 2 : ℝ) • cross (deriv (fun s => a + θ s • v) σ) (y - (a + θ σ • v)))) = (fun y => (b * δ) • V (δ⁻¹ • (y - a))) := by funext y rw [hc, hz, hv, hz' y, cross_smul_left, cross_smul_right] dsimp [V] module change curl _ x = _ have hcomp : Differentiable ℝ (fun y => V (δ⁻¹ • (y - a))) := hV.comp (((differentiable_id : Differentiable ℝ (fun y : Space => y)).sub_const a).const_smul δ⁻¹) rw [hpot, curl_const_smul hcomp, curl_affine_scale hV] change (b * δ) • (δ⁻¹ • _) = _ rw [smul_smul, mul_assoc, mul_inv_cancel₀ hδ, mul_one] rfl lemma address_parameters_bound (M : Machine) (w : M.Input) (n m : ℕ) : ‖((M.scaleData w).δ n)⁻¹ • addressDisplacement M (M.scaleData w) n m‖ ≤ 2 ∧ ‖((M.scaleData w).b n)⁻¹ • addressDisplacement M (M.scaleData w) n m‖ ≤ 2 := by let d := M.scaleData w have hv := addressDisplacement_bound M w n m have hη (i : Fin 3) : |(d.δ n)⁻¹ * addressDisplacement M d n m i| ≤ 1 := by rw [abs_mul, abs_of_pos (inv_pos.mpr (d.delta_pos n))] exact (mul_le_mul_of_nonneg_left (hv i) (inv_nonneg.mpr (d.delta_nonneg n))).trans ((inv_mul_le_one₀ (d.delta_pos n)).mpr <| (d.b_lt_delta_div_eight n).le.trans (by linarith [d.delta_nonneg n])) have hξ (i : Fin 3) : |(d.b n)⁻¹ * addressDisplacement M d n m i| ≤ 1 := by rw [abs_mul, abs_of_pos (inv_pos.mpr (d.b_pos n))] exact (mul_le_mul_of_nonneg_left (hv i) (inv_nonneg.mpr (d.b_pos n).le)).trans_eq (inv_mul_cancel₀ (d.b_pos n).ne') constructor · simpa only [mul_one] using norm_le_two_mul_of_coord_le (r := 1) (by norm_num) hη · simpa only [mul_one] using norm_le_two_mul_of_coord_le (r := 1) (by norm_num) hξ section ScaledBounds variable {E : Type} [NormedAddCommGroup E] [NormedSpace ℝ E] lemma norm_iteratedFDeriv_scaled {g : ℝ × Space → E} (hg : ContDiff ℝ (⊤ : ℕ∞) g) {k : ℕ} {C r : ℝ} (hC : ∀ p, ‖iteratedFDeriv ℝ k g p‖ ≤ C) (hr : 1 ≤ r) (b τ : ℝ) (a : Space) (p : ℝ × Space) : ‖iteratedFDeriv ℝ k (fun q : ℝ × Space => b • g (q.1 - τ, r • (q.2 - a))) p‖ ≤ |b| * C * r ^ k := by let L : (ℝ × Space) →L[ℝ] (ℝ × Space) := (ContinuousLinearMap.fst ℝ ℝ Space).prod (r • ContinuousLinearMap.snd ℝ ℝ Space) have hL : ‖L‖ ≤ r := by apply ContinuousLinearMap.opNorm_le_bound _ (by linarith) intro q change max ‖q.1‖ ‖r • q.2‖ ≤ r * ‖q‖ apply max_le · exact (norm_fst_le q).trans (le_mul_of_one_le_left (norm_nonneg _) hr) · rw [norm_smul, Real.norm_eq_abs, abs_of_nonneg (by linarith : 0 ≤ r)] exact mul_le_mul_of_nonneg_left (norm_snd_le q) (by linarith) have heq : (fun q : ℝ × Space => g (q.1 - τ, r • (q.2 - a))) = (fun q => (g ∘ L) (q - (τ, a))) := rfl have hsm : ContDiff ℝ (⊤ : ℕ∞) (fun q : ℝ × Space => g (q.1 - τ, r • (q.2 - a))) := by exact hg.comp ((contDiff_fst.sub contDiff_const).prodMk ((contDiff_snd.sub contDiff_const).const_smul r)) rw [iteratedFDeriv_const_smul_apply' (hsm.of_le (by exact_mod_cast (le_top : (k : ℕ∞) ≤ ⊤))).contDiffAt, heq, iteratedFDeriv_comp_sub, L.iteratedFDeriv_comp_right hg _ (by exact_mod_cast (le_top : (k : ℕ∞) ≤ ⊤)), norm_smul, Real.norm_eq_abs] calc _ ≤ |b| * (‖iteratedFDeriv ℝ k g (L (p - (τ, a)))‖ * ‖L‖ ^ k) := by apply mul_le_mul_of_nonneg_left _ (abs_nonneg _) simpa using (iteratedFDeriv ℝ k g (L (p - (τ, a)))).norm_compContinuousLinearMap_le (fun _ : Fin k => L) _ ≤ |b| * (C * r ^ k) := by apply mul_le_mul_of_nonneg_left _ (abs_nonneg _) exact mul_le_mul (hC _) (pow_le_pow_left₀ (norm_nonneg _) hL _) (pow_nonneg (norm_nonneg _) _) ((norm_nonneg _).trans (hC (0, 0))) _ = _ := by ring end ScaledBounds lemma addressCurl_derivative_bound (M : Machine) (w : M.Input) (k : ℕ) : ∃ C : ℝ, 0 ≤ C ∧ ∀ n m : ℕ, ∀ p : ℝ × Space, ‖iteratedFDeriv ℝ k (fun q : ℝ × Space => movingCurl (addressPath M (M.scaleData w) n m) ((M.scaleData w).δ n) (q.1 - 1 - (n : ℝ)) q.2) p‖ ≤ C * ((M.scaleData w).b n / (M.scaleData w).δ n ^ k) := by obtain ⟨C, hC, hbound⟩ := scaledCurl_derivative_bound k refine ⟨C, hC, ?_⟩ intro n m p let d := M.scaleData w let η := (d.δ n)⁻¹ • addressDisplacement M d n m let ξ := (d.b n)⁻¹ • addressDisplacement M d n m have hsm : ContDiff ℝ (⊤ : ℕ∞) (Function.uncurry (scaledCurl η ξ)) := by change ContDiff ℝ (⊤ : ℕ∞) ((fun p : (Space × Space) × (ℝ × Space) => scaledCurl p.1.1 p.1.2 p.2.1 p.2.2) ∘ (fun q : ℝ × Space => ((η, ξ), q))) exact scaledCurl_joint_smooth.comp (contDiff_const.prodMk contDiff_id) have heq : (fun q : ℝ × Space => movingCurl (addressPath M d n m) (d.δ n) (q.1 - 1 - (n : ℝ)) q.2) = (fun q : ℝ × Space => d.b n • scaledCurl η ξ (q.1 - (1 + (n : ℝ))) ((d.δ n)⁻¹ • (q.2 - addressCenter d n m))) := by funext q change movingCurl (fun s => addressCenter d n m + θ s • addressDisplacement M d n m) (d.δ n) _ _ = _ rw [movingCurl_normalized _ _ (d.delta_pos n).ne' (d.b_pos n).ne'] change d.b n • scaledCurl η ξ (q.1 - 1 - (n : ℝ)) _ = _ congr 2 ring rw [heq] have hparam := address_parameters_bound M w n m have hbnd := norm_iteratedFDeriv_scaled hsm (hbound η ξ hparam.1 hparam.2) ((one_le_inv₀ (d.delta_pos n)).mpr (d.delta_le_one n)) (d.b n) (1 + (n : ℝ)) (addressCenter d n m) p convert hbnd using 1 · rfl · change C * (d.b n / d.δ n ^ k) = _ rw [abs_of_pos (d.b_pos n), inv_pow] ring lemma stepVelocity_derivative_bound (M : Machine) (w : M.Input) (k : ℕ) : ∃ C : ℝ, 0 ≤ C ∧ ∀ n : ℕ, ∀ p : ℝ × Space, ‖iteratedFDeriv ℝ k (Function.uncurry (stepVelocity M w n)) p‖ ≤ C * ((M.scaleData w).b n / (M.scaleData w).δ n ^ (k + 1)) := by obtain ⟨C, hC, hb⟩ := addressCurl_derivative_bound M w k refine ⟨2 * C, by positivity, ?_⟩ intro n p let d := M.scaleData w have hsm (m : ℕ) : ContDiff ℝ (⊤ : ℕ∞) (fun q : ℝ × Space => movingCurl (addressPath M d n m) (d.δ n) (q.1 - 1 - (n : ℝ)) q.2) := by change ContDiff ℝ (⊤ : ℕ∞) (Function.uncurry (movingCurl (addressPath M d n m) (d.δ n)) ∘ (fun q : ℝ × Space => (q.1 - 1 - (n : ℝ), q.2))) exact (movingCurl_joint_smooth (addressPath_smooth M d n m) _).comp ((contDiff_fst.sub contDiff_const |>.sub contDiff_const).prodMk contDiff_snd) have hsum := iteratedFDeriv_fun_sum_apply (𝕜 := ℝ) (n := k) (x := p) (u := Finset.range (d.D n + 1)) (fun m _ => (hsm m |>.of_le (by exact_mod_cast (le_top : (k : ℕ∞) ≤ ⊤))).contDiffAt) change ‖iteratedFDeriv ℝ k (fun q : ℝ × Space => ∑ m ∈ Finset.range (d.D n + 1), movingCurl (addressPath M d n m) (d.δ n) (q.1 - 1 - (n : ℝ)) q.2) p‖ ≤ _ rw [hsum] calc _ ≤ ∑ m ∈ Finset.range (d.D n + 1), ‖iteratedFDeriv ℝ k (fun q : ℝ × Space => movingCurl (addressPath M d n m) (d.δ n) (q.1 - 1 - (n : ℝ)) q.2) p‖ := norm_sum_le _ _ _ ≤ ∑ m ∈ Finset.range (d.D n + 1), C * (d.b n / d.δ n ^ k) := Finset.sum_le_sum (fun m _ => hb n m p) _ = ((d.D n : ℝ) + 1) * (C * (d.b n / d.δ n ^ k)) := by simp _ ≤ (2 * (d.δ n)⁻¹) * (C * (d.b n / d.δ n ^ k)) := by apply mul_le_mul_of_nonneg_right _ (mul_nonneg hC (div_nonneg (d.b_pos n).le (pow_nonneg (d.delta_nonneg n) k))) have hD : (d.D n : ℝ) = (d.δ n)⁻¹ := by rw [d.delta_eq_inv_D, inv_inv] rw [hD] have hi := (one_le_inv₀ (d.delta_pos n)).mpr (d.delta_le_one n) linarith _ = (2 * C) * (d.b n / d.δ n ^ (k + 1)) := by rw [pow_succ]; field_simp end RapidForcing end OAI