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| import OAI.Geometry.HarmonicGrowth.ControlWords | |
| namespace OAI | |
| noncomputable section | |
| namespace HarmonicCounterexample.LinearODE | |
| open scoped BigOperators Matrix.Norms.Frobenius | |
| lemma finite_positive_thresholds {β : Type*} [Fintype β] [Nonempty β] | |
| (t ρ C : β → ℝ) (hρ : ∀ b,0 < ρ b) : | |
| ∃ T R H : ℝ,1 ≤ T ∧ 0 < R ∧ 1 ≤ H ∧ | |
| (∀ b,t b ≤ T) ∧ (∀ b,R ≤ ρ b) ∧ (∀ b,C b ≤ H) := by | |
| classical | |
| obtain ⟨T,hT⟩ := Finite.exists_le t | |
| obtain ⟨H,hH⟩ := Finite.exists_le C | |
| refine ⟨max 1 T,Finset.univ.inf' Finset.univ_nonempty ρ,max 1 H, | |
| le_max_left _ _,?_,le_max_left _ _,fun b => (hT b).trans (le_max_right _ _), | |
| fun b => Finset.inf'_le ρ (Finset.mem_univ b),fun b => (hH b).trans (le_max_right _ _)⟩ | |
| exact (Finset.lt_inf'_iff _).2 (fun b _ => hρ b) | |
| end HarmonicCounterexample.LinearODE | |
| end | |
| noncomputable section | |
| namespace HarmonicCounterexample.FiniteControl.SmoothWord | |
| open HarmonicCounterexample.LinearODE | |
| open scoped Matrix.Norms.Frobenius | |
| variable {β : Type*} [Fintype β] {ι : β → Type*} | |
| [∀ b,Fintype (ι b)] [∀ b,DecidableEq (ι b)] | |
| lemma exp_apply (X : MatrixProduct ι) (b : β) : | |
| (NormedSpace.exp X) b=NormedSpace.exp (X b) := by | |
| exact NormedSpace.map_exp (Pi.evalAlgHom ℝ (fun b => Matrix (ι b) (ι b) ℝ) b) | |
| (continuous_apply b) X | |
| lemma leftWord_apply (X : ℕ → MatrixProduct ι) (n : ℕ) (b : β) : | |
| leftWord X n b=leftWord (fun j => X j b) n := by | |
| induction n with | |
| | zero => rfl | |
| | succ n ih => | |
| change (NormedSpace.exp (X n)) b*leftWord X n b=_ | |
| rw [exp_apply,ih] | |
| rfl | |
| /-- The actual product packet has exactly the actual block packet as each | |
| factor; no norm or ODE product convention is changed in the assembly. -/ | |
| lemma actual_packet_apply {n : ℕ} (a : Fin n → ℝ) (X : Fin n → MatrixProduct ι) (b : β) : | |
| (flow (fun t => ContinuousLinearMap.mul ℝ (MatrixProduct ι) | |
| (unitPacketCoefficient a X t)) 1 1) b= | |
| flow (fun t => ContinuousLinearMap.mul ℝ (Matrix (ι b) (ι b) ℝ) | |
| (unitPacketCoefficient a (fun j => X j b) t)) 1 1 := by | |
| rw [actual_packet_endpoint,actual_packet_endpoint,leftWord_apply] | |
| congr 1 | |
| funext j | |
| by_cases hj : j < n | |
| · simp only [extendWord,dite_eq_left hj,Pi.smul_apply] | |
| · simp only [extendWord,dite_eq_right hj,Pi.zero_apply] | |
| end HarmonicCounterexample.FiniteControl.SmoothWord | |
| end | |
| noncomputable section | |
| namespace HarmonicCounterexample.LinearODE | |
| open Set HarmonicCounterexample.FiniteControl HarmonicCounterexample.FiniteControl.SmoothWord | |
| open scoped ContDiff InnerProductSpace BigOperators Matrix.Norms.Frobenius | |
| variable {ξ H κ : Type*} [Fintype ξ] [Nonempty ξ] | |
| {E : ξ → Type*} {ι : ξ → Type*} {n : ℕ} [NeZero n] | |
| [∀ b,NormedAddCommGroup (E b)] [∀ b,InnerProductSpace ℝ (E b)] [∀ b,FiniteDimensional ℝ (E b)] | |
| [∀ b,Fintype (ι b)] [∀ b,DecidableEq (ι b)] | |
| [NormedAddCommGroup H] [InnerProductSpace ℝ H] [FiniteDimensional ℝ H] [Fintype κ] | |
| local instance (b : ξ) : NormedAddCommGroup (E b →L[ℝ] E b) := ContinuousLinearMap.toNormedAddCommGroup | |
| local instance (b : ξ) : NormedSpace ℝ (E b →L[ℝ] E b) := ContinuousLinearMap.toNormedSpace | |
| local instance : NormedAddCommGroup (H →L[ℝ] MatrixProduct ι) := ContinuousLinearMap.toNormedAddCommGroup | |
| local instance : NormedSpace ℝ (H →L[ℝ] MatrixProduct ι) := ContinuousLinearMap.toNormedSpace | |
| /-- All retained blocks are controlled simultaneously, using one parameter ball | |
| and thresholds chosen before ANY incoming histories. Both value and outgoing | |
| slope below are the actual center-regular physical solutions. -/ | |
| theorem compact_simultaneous_physical_C1 (basis : ∀ b,OrthonormalBasis (ι b) ℝ (E b)) | |
| (hbasis : OrthonormalBasis κ ℝ H) {K : Set H} (hK : IsCompact K) | |
| (r p₀ γ M : ℝ) (B β θ : ξ → ℝ) (D : ∀ b,Fin n → E b →L[ℝ] E b) | |
| (hD : ∀ b j v,inner ℝ v (D b j v) ≤ 0) | |
| (hBD : ∀ b j v,-(B b*‖v‖^2) ≤ inner ℝ v (D b j v)) | |
| (hM : 0 ≤ M) (hB : ∀ b,0 ≤ B b) (hθ : ∀ b,0 < θ b) (hγ : 0 < γ) | |
| (hden : ∀ b,p₀+2*θ b ≠ 0) (hroot : ∀ b,β b*B b-p₀*θ b-θ b^2=0) | |
| (amps : Fin n → H → ℝ) (amps' : Fin n → H → H →L[ℝ] ℝ) | |
| (ha : ∀ x ∈ K,∀ j,HasFDerivAt (amps j) (amps' j x) x) | |
| (hc : ∀ j,ContinuousOn (amps j) K) (hd : ∀ j,ContinuousOn (amps' j) K) : | |
| ∃ T₀ ρ C : ℝ,1 ≤ T₀ ∧ 0 < ρ ∧ 1 ≤ C ∧ ∀ T ≥ T₀, | |
| ∀ (history : ∀ b,ℝ → E b →L[ℝ] E b) (α drift : ℝ → ℝ) | |
| (MH : ξ → ℝ) (Mb : ℝ) (l : ξ → ℝ) (B₀ a δ ε : ℝ) (S : Set H), | |
| IsOpen S → IsPreconnected S → S ⊆ K → | |
| (∀ b,ContDiff ℝ ∞ (history b)) → ContDiff ℝ ∞ α → Continuous drift → | |
| (∀ b,0 ≤ MH b) → 0 ≤ Mb → (∀ t,|α t| ≤ M) → (∀ t,0 ≤ α t) → | |
| (∀ t,|drift t| ≤ Mb) → (∀ b t,‖history b t‖ ≤ MH b) → | |
| (∀ b t v,0 ≤ inner ℝ v (history b t v)) → | |
| (∀ b,∀ t ∈ Icc a (a+T),history b t=α t • (B b • (1:E b →L[ℝ] E b))) → | |
| (∀ b,0 < l b) → (∀ b,∀ t ≤ 0,∀ v,history b t v=(l b*(l b+B₀)) • v) → | |
| (∀ t ≤ 0,drift t=B₀) → 0 ≤ a → 0 ≤ δ → 0 ≤ ε → | |
| (∀ b,∀ t ∈ Icc a (a+T),|α t-β b| ≤ δ) → | |
| (∀ t ∈ Icc a (a+T),|drift t-p₀| ≤ δ) → | |
| (∀ t ∈ Icc a (a+T),γ ≤ drift t) → δ+T⁻¹+ε ≤ ρ → | |
| (∀ b,‖orthogonalMatrix (basis b) (slope (history b) drift (l b) a)-θ b • (1:Matrix (ι b) (ι b) ℝ)‖ ≤ ε) → | |
| let A := fun b x => insertWord (history b) α r (B b • (1:E b →L[ℝ] E b)) (D b) (fun j => amps j x) a T | |
| let v := fun b t => scalarBaseline (fun s => α (a+s)*B b) (fun s => drift (a+s)) (θ b) (max 0 (t-a)) | |
| let W := fun x b => orthogonalMatrix (basis b) (flow (fun t => ContinuousLinearMap.mul ℝ (E b →L[ℝ] E b) | |
| (unitPacketCoefficient (fun j => amps j x) (fun j => bergerSlowGenerator r (B b) (β b) p₀ (θ b) 1 (D b j)) t)) 1 1) | |
| let Y := fun x b => orthogonalMatrix (basis b) (Real.exp (-(∫ t in a..a+T,v b t)) • | |
| (operatorValue (A b x) drift (l b) (a+T)*Ring.inverse (operatorValue (A b x) drift (l b) a))) | |
| let Q := fun x b => orthogonalMatrix (basis b) (slope (A b x) drift (l b) (a+T))-θ b • (1:Matrix (ι b) (ι b) ℝ) | |
| ∀ x ∈ S,DifferentiableAt ℝ Y x ∧ DifferentiableAt ℝ Q x ∧ | |
| max (max ‖Y x-W x‖ ‖fderiv ℝ Y x-fderiv ℝ W x‖) | |
| (max ‖Q x‖ ‖fderiv ℝ Q x‖) ≤ C*(δ+T⁻¹+ε) := by | |
| classical | |
| choose ts rs cs hts hrs hcs works using fun b => compact_inserted_matrix_C1 | |
| (basis b) hbasis hK r (B b) (β b) p₀ (θ b) γ M (D b) (hD b) (hBD b) | |
| hM (hB b) (hθ b) hγ (hden b) (hroot b) amps amps' ha hc hd | |
| obtain ⟨T₀,ρ,C,hT₀,hρ,hC,ht,hρs,hCs⟩ := finite_positive_thresholds ts rs cs hrs | |
| refine ⟨T₀,ρ,C,hT₀,hρ,hC,?_⟩ | |
| intro T hT history α drift MH Mb l B₀ a δ ε S hS hSc hSK hh hα hb hMH hMb hnα hαpos hnb | |
| hnH hHpos hround hl hcenter hbcenter ha₀ hδ hε hαclose hbclose hγb hsmall hin | |
| dsimp only | |
| intro x hx | |
| have hTpos : 0 < T := lt_of_lt_of_le zero_lt_one (hT₀.trans hT) | |
| have herr : 0 ≤ δ+T⁻¹+ε := by positivity | |
| have hprod : 0 ≤ C*(δ+T⁻¹+ε) := mul_nonneg (by linarith) herr | |
| have hlocal (b : ξ) := works b T ((ht b).trans hT) (history b) α drift (MH b) Mb (l b) B₀ a δ ε S | |
| hS hSc hSK (hh b) hα hb (hMH b) hMb hnα hαpos hnb (hnH b) (hHpos b) (hround b) | |
| (hl b) (hcenter b) hbcenter ha₀ hδ hε (hαclose b) hbclose hγb (hsmall.trans (hρs b)) (hin b) x hx | |
| have hm (b : ξ) : cs b*(δ+T⁻¹+ε) ≤ C*(δ+T⁻¹+ε) := mul_le_mul_of_nonneg_right (hCs b) herr | |
| have hv := finite_C1_error hprod (fun b => (hlocal b).1) | |
| (fun b => (orthogonalMatrix (basis b)).differentiableAt.comp x | |
| (actual_packet_differentiableAt amps | |
| (fun j => bergerSlowGenerator r (B b) (β b) p₀ (θ b) 1 (D b j)) | |
| (fun j => (ha x (hSK hx) j).differentiableAt))) | |
| (fun b => ((le_max_left _ _).trans (hlocal b).2.2).trans (hm b)) | |
| have hq := finite_C1_norm hprod (fun b => (hlocal b).2.1) | |
| (fun b => ((le_max_right _ _).trans (hlocal b).2.2).trans (hm b)) | |
| exact ⟨hv.1,hq.1,max_le hv.2 hq.2⟩ | |
| end HarmonicCounterexample.LinearODE | |
| end | |
| noncomputable section | |
| namespace HarmonicCounterexample.LinearODE | |
| open Set | |
| open scoped ContDiff BigOperators Matrix.Norms.Frobenius | |
| /-- Restart of an actual scalar second-order equation on a diagonal leg. -/ | |
| theorem scalar_restart_on {A b f g : ℝ → ℝ} {c d MA Mb : ℝ} | |
| (hA : Continuous A) (hb : Continuous b) (hMA : 0 ≤ MA) (hMb : 0 ≤ Mb) | |
| (hnA : ∀ t,|A t| ≤ MA) (hnb : ∀ t,|b t| ≤ Mb) | |
| (hfc : ContinuousOn f (Icc c d)) (hgc : ContinuousOn g (Icc c d)) | |
| (hf : ∀ t ∈ Ico c d,HasDerivAt f (g t) t) | |
| (hg : ∀ t ∈ Ico c d,HasDerivAt g (A t*f t-b t*g t) t) : | |
| ∀ t ∈ Icc c d,f t= | |
| scalarU (fun s => A (c+s)) (fun s => b (c+s)) (t-c)*f c+ | |
| scalarV (fun s => A (c+s)) (fun s => b (c+s)) (t-c)*g c := by | |
| let Ac := fun s => A (c+s) | |
| let bc := fun s => b (c+s) | |
| have hAc : Continuous Ac := hA.comp (continuous_const.add continuous_id) | |
| have hbc : Continuous bc := hb.comp (continuous_const.add continuous_id) | |
| have hnAc : ∀ s,|Ac s| ≤ MA := fun s => hnA _ | |
| have hnbc : ∀ s,|bc s| ≤ Mb := fun s => hnb _ | |
| let F := fun t => (f t,g t) | |
| let G := fun t => scalarPhase Ac bc (f c) (g c) (t-c) | |
| let C := block (fun t => ContinuousLinearMap.mul ℝ ℝ (A t)) b | |
| have hCb : ∀ t,‖C t‖ ≤ 1+MA+Mb := block_bound hMA hMb | |
| (fun t => (ContinuousLinearMap.opNorm_mul_apply_le ℝ ℝ _).trans (by simpa using hnA t)) hnb | |
| have hdG (t : ℝ) : HasDerivAt G (C t (G t)) t := by | |
| have hct : c+(t-c)=t := by ring | |
| have hh := (scalarPhase_deriv hAc hbc hMA hMb hnAc hnbc (f c) (g c) (t-c)).scomp t | |
| ((hasDerivAt_id t).sub_const c) | |
| simpa only [Function.comp_def,id_eq,one_smul,Ac,bc,add_sub_cancel_left, | |
| G,C,block_apply,ContinuousLinearMap.mul_apply',hct,smul_eq_mul] using hh | |
| have he := solution_unique_on_Icc (show 0 ≤ 1+MA+Mb by positivity) | |
| (fun t _ => hCb t) (hfc.prodMk hgc) | |
| ((continuous_iff_continuousAt.2 (fun t => (hdG t).continuousAt)).continuousOn) | |
| (fun t ht => by simpa only [F,C,block_apply,ContinuousLinearMap.mul_apply',smul_eq_mul] using (hf t ht).prodMk (hg t ht)) | |
| (fun t _ => hdG t) (by simp only [G,sub_self,scalarPhase_init]) | |
| intro t ht | |
| have ht' := congrArg Prod.fst (he ht) | |
| change f t=(scalarPhase Ac bc (f c) (g c) (t-c)).1 at ht' | |
| rw [scalarPhase_linear hAc hbc hMA hMb hnAc hnbc] at ht' | |
| simpa only [mul_comm] using ht' | |
| end HarmonicCounterexample.LinearODE | |
| end | |
| noncomputable section | |
| namespace HarmonicCounterexample.LinearODE | |
| open Set | |
| open scoped BigOperators Matrix.Norms.Frobenius | |
| variable {ι : Type*} [Fintype ι] [DecidableEq ι] | |
| def matrixEntry (i j : ι) : Matrix ι ι ℝ →L[ℝ] ℝ := | |
| ((LinearMap.proj j : (ι → ℝ) →ₗ[ℝ] ℝ).comp (LinearMap.proj i)).toContinuousLinearMap | |
| omit [DecidableEq ι] in | |
| @[simp] lemma matrixEntry_apply (i j : ι) (X : Matrix ι ι ℝ) : matrixEntry i j X=X i j := rfl | |
| /-- Actual entrywise diagonal propagation, retaining both incoming value and | |
| velocity. No incoming stable eigenspace is imposed. -/ | |
| theorem matrix_diagonal_restart {lam : ι → ℝ → ℝ} {b : ℝ → ℝ} | |
| {F G : ℝ → Matrix ι ι ℝ} {c d Mb : ℝ} (MA : ι → ℝ) | |
| (hlam : ∀ i,Continuous (lam i)) (hb : Continuous b) | |
| (hMA : ∀ i,0 ≤ MA i) (hMb : 0 ≤ Mb) | |
| (hnlam : ∀ i t,|lam i t| ≤ MA i) (hnb : ∀ t,|b t| ≤ Mb) | |
| (hF : ContinuousOn F (Icc c d)) (hG : ContinuousOn G (Icc c d)) | |
| (hdF : ∀ t ∈ Ico c d,HasDerivAt F (G t) t) | |
| (hdG : ∀ t ∈ Ico c d,HasDerivAt G | |
| (Matrix.diagonal (fun i => lam i t)*F t-b t • G t) t) : | |
| ∀ t ∈ Icc c d,F t= | |
| Matrix.diagonal (fun i => scalarU (fun s => lam i (c+s)) (fun s => b (c+s)) (t-c))*F c+ | |
| Matrix.diagonal (fun i => scalarV (fun s => lam i (c+s)) (fun s => b (c+s)) (t-c))*G c := by | |
| intro t ht | |
| ext i j | |
| have hf (s : ℝ) (hs : s ∈ Ico c d) : HasDerivAt (fun u => F u i j) (G s i j) s := | |
| (matrixEntry i j).hasFDerivAt.comp_hasDerivAt s (hdF s hs) | |
| have hg (s : ℝ) (hs : s ∈ Ico c d) : HasDerivAt (fun u => G u i j) | |
| (lam i s*F s i j-b s*G s i j) s := by | |
| have hh := (matrixEntry i j).hasFDerivAt.comp_hasDerivAt s (hdG s hs) | |
| change HasDerivAt (fun u => G u i j) | |
| ((Matrix.diagonal (fun i => lam i s)*F s-b s • G s) i j) s at hh | |
| simpa only [Matrix.sub_apply,Matrix.diagonal_mul,Matrix.smul_apply, | |
| smul_eq_mul] using hh | |
| have he := scalar_restart_on (hlam i) hb (hMA i) hMb (hnlam i) hnb | |
| ((matrixEntry i j).continuous.comp_continuousOn hF) | |
| ((matrixEntry i j).continuous.comp_continuousOn hG) hf hg t ht | |
| change F t i j=scalarU (fun s => lam i (c+s)) (fun s => b (c+s)) (t-c)*F c i j+ | |
| scalarV (fun s => lam i (c+s)) (fun s => b (c+s)) (t-c)*G c i j at he | |
| simpa only [Matrix.add_apply,Matrix.diagonal_mul] using he | |
| variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] [FiniteDimensional ℝ E] | |
| local instance : NormedAddCommGroup (E →L[ℝ] E) := ContinuousLinearMap.toNormedAddCommGroup | |
| local instance : NormedSpace ℝ (E →L[ℝ] E) := ContinuousLinearMap.toNormedSpace | |
| local instance : NormedAddCommGroup ((E →L[ℝ] E) →L[ℝ] Matrix ι ι ℝ) := ContinuousLinearMap.toNormedAddCommGroup | |
| local instance : NormedSpace ℝ ((E →L[ℝ] E) →L[ℝ] Matrix ι ι ℝ) := ContinuousLinearMap.toNormedSpace | |
| /-- The complete prescribed diagonal leg for the actual center-regular value | |
| fundamental matrix, not for a model first-order propagator. -/ | |
| theorem actual_diagonal_restart (basis : OrthonormalBasis ι ℝ E) | |
| {A : ℝ → E →L[ℝ] E} {b : ℝ → ℝ} {lam : ι → ℝ → ℝ} | |
| {MA Mb c d : ℝ} (N : ι → ℝ) (l : ℝ) | |
| (hA : Continuous A) (hb : Continuous b) (hlam : ∀ i,Continuous (lam i)) | |
| (hMA : 0 ≤ MA) (hMb : 0 ≤ Mb) (hN : ∀ i,0 ≤ N i) | |
| (hnA : ∀ t,‖A t‖ ≤ MA) (hnb : ∀ t,|b t| ≤ Mb) (hnlam : ∀ i t,|lam i t| ≤ N i) | |
| (hdiag : ∀ t ∈ Ico c d,orthogonalMatrix basis (A t)=Matrix.diagonal (fun i => lam i t)) : | |
| ∀ t ∈ Icc c d,orthogonalMatrix basis (operatorValue A b l t)= | |
| Matrix.diagonal (fun i => scalarU (fun s => lam i (c+s)) (fun s => b (c+s)) (t-c))* | |
| orthogonalMatrix basis (operatorValue A b l c)+ | |
| Matrix.diagonal (fun i => scalarV (fun s => lam i (c+s)) (fun s => b (c+s)) (t-c))* | |
| orthogonalMatrix basis (operatorVelocity A b l c) := by | |
| have hf (t : ℝ) := orthogonalMatrix_hasDerivAt basis (operatorValue_deriv hA hb hMA hMb hnA hnb l t) | |
| have hg (t : ℝ) := orthogonalMatrix_hasDerivAt basis (operatorVelocity_deriv hA hb hMA hMb hnA hnb l t) | |
| apply matrix_diagonal_restart N hlam hb hN hMb hnlam hnb | |
| ((continuous_iff_continuousAt.2 (fun t => (hf t).continuousAt)).continuousOn) | |
| ((continuous_iff_continuousAt.2 (fun t => (hg t).continuousAt)).continuousOn) | |
| (fun t _ => hf t) | |
| intro t ht | |
| simpa only [map_sub,map_smul,orthogonalMatrix_mul,hdiag t ht] using hg t | |
| end HarmonicCounterexample.LinearODE | |
| end | |
| noncomputable section | |
| namespace HarmonicCounterexample.LinearODE | |
| open scoped Matrix.Norms.Frobenius BigOperators | |
| variable {ι : Type*} [Fintype ι] [DecidableEq ι] | |
| local instance : NormedAddCommGroup ((ι → ℝ) →L[ℝ] Matrix ι ι ℝ) := ContinuousLinearMap.toNormedAddCommGroup | |
| local instance : NormedSpace ℝ ((ι → ℝ) →L[ℝ] Matrix ι ι ℝ) := ContinuousLinearMap.toNormedSpace | |
| /-- The fixed Frobenius-coordinate norm cost of the diagonal embedding. -/ | |
| def diagonalL : (ι → ℝ) →L[ℝ] Matrix ι ι ℝ := | |
| (Matrix.diagonalLinearMap ι ℝ ℝ).toContinuousLinearMap | |
| @[simp] lemma diagonalL_apply (v : ι → ℝ) : diagonalL v=Matrix.diagonal v := rfl | |
| /-- Exact normalization of a positive scalar diagonal leg, with a bound | |
| independent of its length and anisotropy. -/ | |
| theorem diagonal_leg_normalizer (u v : ι → ℝ) {θ : ℝ} | |
| (hu : ∀ i,1 ≤ u i) (hv : ∀ i,0 ≤ v i) (hθ : 0 < θ) : | |
| ∃ D : (Matrix ι ι ℝ)ˣ, | |
| (D:Matrix ι ι ℝ)=Matrix.diagonal u+θ • Matrix.diagonal v ∧ | |
| (∀ i,0 < (D:Matrix ι ι ℝ) i i) ∧ | |
| ‖(↑D⁻¹:Matrix ι ι ℝ)*Matrix.diagonal v‖ ≤ ‖diagonalL (ι:=ι)‖*θ⁻¹ := by | |
| classical | |
| let d := fun i => u i+θ*v i | |
| have hd (i : ι) : 0 < d i := by | |
| have := hu i | |
| have := mul_nonneg hθ.le (hv i) | |
| dsimp [d] | |
| linarith | |
| let D : (Matrix ι ι ℝ)ˣ := | |
| { val := Matrix.diagonal d | |
| inv := Matrix.diagonal (fun i => (d i)⁻¹) | |
| val_inv := by | |
| rw [Matrix.diagonal_mul_diagonal] | |
| simp only [mul_inv_cancel₀ (hd _).ne'] | |
| exact Matrix.diagonal_one | |
| inv_val := by | |
| rw [Matrix.diagonal_mul_diagonal] | |
| simp only [inv_mul_cancel₀ (hd _).ne'] | |
| exact Matrix.diagonal_one } | |
| refine ⟨D,?_,?_,?_⟩ | |
| · change Matrix.diagonal d=_ | |
| simp only [d,← Matrix.diagonal_smul,← Matrix.diagonal_add] | |
| rfl | |
| · intro i | |
| simpa only [D,Units.val_mk,Matrix.diagonal_apply_eq] using hd i | |
| · let k := fun i => v i/d i | |
| have hkn : ∀ i,|k i| ≤ θ⁻¹ := by | |
| intro i | |
| have hk0 : 0 ≤ k i := div_nonneg (hv i) (hd i).le | |
| rw [abs_of_nonneg hk0] | |
| apply (div_le_iff₀ (hd i)).2 | |
| rw [inv_mul_eq_div] | |
| apply (le_div_iff₀ hθ).2 | |
| dsimp [d] | |
| have := hu i | |
| nlinarith | |
| have hk : ‖k‖ ≤ θ⁻¹ := (pi_norm_le_iff_of_nonneg (inv_nonneg.2 hθ.le)).2 hkn | |
| have he : (↑D⁻¹:Matrix ι ι ℝ)*Matrix.diagonal v=diagonalL k := by | |
| change Matrix.diagonal (fun i => (d i)⁻¹)*Matrix.diagonal v=Matrix.diagonal k | |
| rw [Matrix.diagonal_mul_diagonal] | |
| congr 1 | |
| funext i | |
| change (d i)⁻¹*v i=v i/d i | |
| rw [div_eq_mul_inv,mul_comm] | |
| rw [he] | |
| exact ((diagonalL (ι:=ι)).le_opNorm k).trans | |
| (mul_le_mul_of_nonneg_left hk (norm_nonneg _)) | |
| /-- The normalizer belongs to the ACTUAL scalar propagation columns, not | |
| freely chosen diagonal data. -/ | |
| theorem actual_diagonal_normalizer {A : ι → ℝ → ℝ} {p : ℝ → ℝ} | |
| (hA : ∀ i,Continuous (A i)) (hp : Continuous p) | |
| (MA : ι → ℝ) {Mp t θ : ℝ} (hMA : ∀ i,0 ≤ MA i) (hMp : 0 ≤ Mp) | |
| (hAn : ∀ i s,|A i s| ≤ MA i) (hpn : ∀ s,|p s| ≤ Mp) | |
| (hAp : ∀ i s,0 ≤ s → 0 ≤ A i s) (ht : 0 ≤ t) (hθ : 0 < θ) : | |
| ∃ D : (Matrix ι ι ℝ)ˣ, | |
| (D:Matrix ι ι ℝ)=Matrix.diagonal (fun i => scalarU (A i) p t)+ | |
| θ • Matrix.diagonal (fun i => scalarV (A i) p t) ∧ | |
| (∀ i,0 < (D:Matrix ι ι ℝ) i i) ∧ | |
| ‖(↑D⁻¹:Matrix ι ι ℝ)*Matrix.diagonal (fun i => scalarV (A i) p t)‖ ≤ | |
| ‖diagonalL (ι:=ι)‖*θ⁻¹ := by | |
| apply diagonal_leg_normalizer _ _ (fun i => ?_) (fun i => ?_) hθ | |
| · exact (actual_scalar_leg_nonnegative (hA i) hp (hMA i) hMp (hAn i) hpn (hAp i) ht).1 | |
| · exact (actual_scalar_leg_nonnegative (hA i) hp (hMA i) hMp (hAn i) hpn (hAp i) ht).2 | |
| end HarmonicCounterexample.LinearODE | |
| end | |
| noncomputable section | |
| namespace HarmonicCounterexample.LinearODE | |
| open Set HarmonicCounterexample.FiniteControl HarmonicCounterexample.FiniteControl.SmoothWord | |
| open HarmonicCounterexample.FiniteControl.Frobenius HarmonicCounterexample.Transmission | |
| open scoped ContDiff InnerProductSpace BigOperators Matrix.Norms.Frobenius | |
| variable {ξ κ : Type*} [Fintype ξ] [Nonempty ξ] [Nonempty κ] | |
| {E : ξ → Type*} {ι : ξ → Type*} | |
| [∀ b,NormedAddCommGroup (E b)] [∀ b,InnerProductSpace ℝ (E b)] [∀ b,FiniteDimensional ℝ (E b)] | |
| [∀ b,Fintype (ι b)] [∀ b,DecidableEq (ι b)] [∀ b,Nontrivial (ι b)] | |
| local instance (b : ξ) : NormedAddCommGroup (E b →L[ℝ] E b) := ContinuousLinearMap.toNormedAddCommGroup | |
| local instance (b : ξ) : NormedSpace ℝ (E b →L[ℝ] E b) := ContinuousLinearMap.toNormedSpace | |
| /-- Fixed finite angular and radial constants. -/ | |
| structure PulseSystem (E : ξ → Type*) (ι : ξ → Type*) (κ : Type*) | |
| [∀ b,NormedAddCommGroup (E b)] [∀ b,InnerProductSpace ℝ (E b)] [∀ b,FiniteDimensional ℝ (E b)] | |
| [∀ b,Fintype (ι b)] [∀ b,DecidableEq (ι b)] where | |
| basis : ∀ b,OrthonormalBasis (ι b) ℝ (E b) | |
| r : ℝ | |
| p₀ : ℝ | |
| γ : ℝ | |
| M : ℝ | |
| B : ξ → ℝ | |
| β : ξ → ℝ | |
| θ : ξ → ℝ | |
| D : ∀ b,κ → E b →L[ℝ] E b | |
| hD : ∀ b j v,inner ℝ v (D b j v) ≤ 0 | |
| hBD : ∀ b j v,-(B b*‖v‖^2) ≤ inner ℝ v (D b j v) | |
| hM : 0 ≤ M | |
| hB : ∀ b,0 ≤ B b | |
| hθ : ∀ b,0 < θ b | |
| hγ : 0 < γ | |
| hden : ∀ b,p₀+2*θ b ≠ 0 | |
| hroot : ∀ b,β b*B b-p₀*θ b-θ b^2=0 | |
| variable (S : PulseSystem E ι κ) | |
| def PulseSystem.generator (j : κ) : MatrixProduct ι := fun b => | |
| orthogonalMatrix (S.basis b) (bergerSlowGenerator S.r (S.B b) (S.β b) S.p₀ (S.θ b) 1 (S.D b j)) | |
| /-- Raw center-regular history plus the quantitative hypotheses used on the | |
| current pulse. This structure contains no transmission conclusion. -/ | |
| structure PulseHistory where | |
| history : ∀ b,ℝ → E b →L[ℝ] E b | |
| α : ℝ → ℝ | |
| drift : ℝ → ℝ | |
| MH : ξ → ℝ | |
| Mb : ℝ | |
| l : ξ → ℝ | |
| B₀ : ℝ | |
| a : ℝ | |
| T : ℝ | |
| δ : ℝ | |
| ε : ℝ | |
| smooth : ∀ b,ContDiff ℝ ∞ (history b) | |
| αsmooth : ContDiff ℝ ∞ α | |
| driftContinuous : Continuous drift | |
| MHnonneg : ∀ b,0 ≤ MH b | |
| Mbnonneg : 0 ≤ Mb | |
| αbound : ∀ t,|α t| ≤ S.M | |
| αnonneg : ∀ t,0 ≤ α t | |
| driftBound : ∀ t,|drift t| ≤ Mb | |
| bound : ∀ b t,‖history b t‖ ≤ MH b | |
| nonneg : ∀ b t v,0 ≤ inner ℝ v (history b t v) | |
| round : ∀ b,∀ t ∈ Icc a (a+T),history b t=α t • (S.B b • (1:E b →L[ℝ] E b)) | |
| lpos : ∀ b,0 < l b | |
| center : ∀ b,∀ t ≤ 0,∀ v,history b t v=(l b*(l b+B₀)) • v | |
| driftCenter : ∀ t ≤ 0,drift t=B₀ | |
| apos : 0 ≤ a | |
| δnonneg : 0 ≤ δ | |
| εnonneg : 0 ≤ ε | |
| αclose : ∀ b,∀ t ∈ Icc a (a+T),|α t-S.β b| ≤ δ | |
| driftClose : ∀ t ∈ Icc a (a+T),|drift t-S.p₀| ≤ δ | |
| driftLower : ∀ t ∈ Icc a (a+T),S.γ ≤ drift t | |
| incoming : ∀ b,‖orthogonalMatrix (S.basis b) (slope (history b) drift (l b) a)-S.θ b • (1:Matrix (ι b) (ι b) ℝ)‖ ≤ ε | |
| /-- Fixed chronological smooth control data and a nonempty compact parameter | |
| ball. Slot count is positive; a globally zero family is not substituted. -/ | |
| structure PhysicalWord (κ : Type*) where | |
| d : ℕ | |
| n : ℕ | |
| n_ne : n ≠ 0 | |
| slot : Fin n → κ | |
| amps : Fin n → EuclideanSpace ℝ (Fin d) → ℝ | |
| smooth : ∀ j,ContDiff ℝ ∞ (amps j) | |
| radius : ℝ | |
| radius_pos : 0 < radius | |
| namespace PhysicalWord | |
| variable (w : PhysicalWord κ) (H : PulseHistory S) | |
| abbrev Parameter := EuclideanSpace ℝ (Fin w.d) | |
| def ball : Set w.Parameter := Metric.closedBall 0 w.radius | |
| def coefficient (b : ξ) (x : w.Parameter) : ℝ → E b →L[ℝ] E b := | |
| insertWord (H.history b) H.α S.r (S.B b • (1:E b →L[ℝ] E b)) | |
| (fun j => S.D b (w.slot j)) (fun j => w.amps j x) H.a H.T | |
| def baseline (b : ξ) (t : ℝ) : ℝ := | |
| scalarBaseline (fun s => H.α (H.a+s)*S.B b) (fun s => H.drift (H.a+s)) (S.θ b) (max 0 (t-H.a)) | |
| def value (x : w.Parameter) : MatrixProduct ι := fun b => | |
| orthogonalMatrix (S.basis b) (Real.exp (-(∫ t in H.a..H.a+H.T,baseline S H b t)) • | |
| (operatorValue (w.coefficient S H b x) H.drift (H.l b) (H.a+H.T)* | |
| Ring.inverse (operatorValue (w.coefficient S H b x) H.drift (H.l b) H.a))) | |
| def defect (x : w.Parameter) : MatrixProduct ι := fun b => | |
| orthogonalMatrix (S.basis b) (slope (w.coefficient S H b x) H.drift (H.l b) (H.a+H.T))- | |
| S.θ b • (1:Matrix (ι b) (ι b) ℝ) | |
| def ideal (x : w.Parameter) : MatrixProduct ι := | |
| flow (fun t => ContinuousLinearMap.mul ℝ (MatrixProduct ι) | |
| (unitPacketCoefficient (fun j => w.amps j x) (S.generator ∘ w.slot) t)) 1 1 | |
| end PhysicalWord | |
| end HarmonicCounterexample.LinearODE | |
| end | |
| end OAI | |