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| import Mathlib | |
| import OAI.Geometry.BallPacking.Moser.RelativeForms | |
| namespace OAI | |
| noncomputable section | |
| open scoped ContDiff Topology NNReal | |
| open scoped ContDiff Topology | |
| open Set Metric | |
| open scoped ContDiff Topology | |
| open Set Metric | |
| namespace PackingSufficiencySupport.Hamiltonian | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℝ E] [CompleteSpace E] | |
| def stepHomeomorph {L : ℝ≥0} (X : C(E,E)) (hX : LipschitzWith L X) | |
| [FiniteDimensional ℝ E] (hXs : ContDiff ℝ ∞ X) {h : ℝ} (hh : ‖h‖ * L < 1) : E ≃ₜ E where | |
| toFun := stepEndpoint X hX h | |
| invFun := stepEndpoint X hX (-h) | |
| left_inv := stepEndpoint_neg_leftInverse X hX hh | |
| right_inv := by | |
| have hh' : ‖-h‖ * L < 1 := by simpa using hh | |
| intro x | |
| simpa using stepEndpoint_neg_leftInverse X hX hh' x | |
| continuous_toFun := (stepEndpoint_smooth X hX hXs hh).continuous | |
| continuous_invFun := (stepEndpoint_smooth X hX hXs (h := -h) (by simpa using hh)).continuous | |
| theorem fixedStep_of_zero {L : ℝ≥0} (X : C(E,E)) (hX : LipschitzWith L X) | |
| {h : ℝ} (hh : ‖h‖ * L < 1) {x : E} (hx : X x = 0) : | |
| fixedStep X hX h x = constantPath x := by | |
| apply (picard_contracts X hX (p := (x,h)) hh).fixedPoint_unique' | |
| (localPath_fixed X hX (p := (x,h)) hh) | |
| change constantPath x + h • pathIntegral (X.comp (constantPath x)) = constantPath x | |
| have hz : X.comp (constantPath x) = 0 := by ext t; exact hx | |
| rw [hz, map_zero, smul_zero, add_zero] | |
| theorem stepEndpoint_of_zero {L : ℝ≥0} (X : C(E,E)) (hX : LipschitzWith L X) | |
| {h : ℝ} (hh : ‖h‖ * L < 1) {x : E} (hx : X x = 0) : | |
| stepEndpoint X hX h x = x := by | |
| simp only [stepEndpoint, fixedStep_of_zero X hX hh hx, constantPath_apply] | |
| theorem stepEndpoint_hasCompactSupport {L : ℝ≥0} (X : C(E,E)) (hX : LipschitzWith L X) | |
| (hXc : HasCompactSupport X) {h : ℝ} (hh : ‖h‖ * L < 1) : | |
| HasCompactSupport (fun x => stepEndpoint X hX h x - x) := by | |
| apply hXc.mono | |
| intro x hx | |
| contrapose! hx | |
| simp only [Function.mem_support, not_not] at hx ⊢ | |
| exact sub_eq_zero.mpr (stepEndpoint_of_zero X hX hh hx) | |
| def clockField (X : C(ℝ × E,E)) : C(ℝ × E,ℝ × E) := | |
| ⟨fun p => (1,X p), continuous_const.prodMk X.continuous⟩ | |
| omit [NormedSpace ℝ E] [CompleteSpace E] in | |
| @[simp] theorem clockField_apply (X : C(ℝ × E,E)) (p : ℝ × E) : | |
| clockField X p = (1,X p) := rfl | |
| omit [NormedSpace ℝ E] [CompleteSpace E] in | |
| theorem clockField_lipschitz {L : ℝ≥0} (X : C(ℝ × E,E)) (hX : LipschitzWith L X) : | |
| LipschitzWith L (clockField X) := by | |
| apply LipschitzWith.of_dist_le_mul | |
| intro p q | |
| simpa only [clockField_apply, Prod.dist_eq, dist_self, max_eq_right dist_nonneg] using hX.dist_le_mul p q | |
| omit [CompleteSpace E] in | |
| theorem clockField_smooth (X : C(ℝ × E,E)) (hX : ContDiff ℝ ∞ X) : | |
| ContDiff ℝ ∞ (clockField X) := contDiff_const.prodMk hX | |
| theorem fixedStep_clock {L : ℝ≥0} (X : C(ℝ × E,E)) (hX : LipschitzWith L X) | |
| {h : ℝ} (hh : ‖h‖ * L < 1) (p : ℝ × E) (s : Time) : | |
| (fixedStep (clockField X) (clockField_lipschitz X hX) h p s).1 = p.1 + h * (s : ℝ) := by | |
| let u := fixedStep (clockField X) (clockField_lipschitz X hX) h p | |
| have he := congrArg (fun v : C(Time,ℝ × E) => (v s).1) | |
| (fixedStep_equation (clockField X) (clockField_lipschitz X hX) hh p) | |
| have hi := (ContinuousLinearMap.fst ℝ ℝ E).intervalIntegral_comp_comm (μ := MeasureTheory.volume) | |
| ((extendPath ((clockField X).comp u)).continuous.intervalIntegrable 0 (s:ℝ)) | |
| have hc : (fun t : ℝ => (extendPath ((clockField X).comp u) t).1) = fun _ => (1:ℝ) := by | |
| funext t | |
| rfl | |
| change (∫ t in 0..(s:ℝ), (extendPath ((clockField X).comp u) t).1) = | |
| (∫ t in 0..(s:ℝ), extendPath ((clockField X).comp u) t).1 at hi | |
| rw [hc] at hi | |
| change (u s).1 = p.1 + h * (∫ t in 0..(s:ℝ), extendPath ((clockField X).comp u) t).1 at he | |
| rw [← hi] at he | |
| simpa using he | |
| @[simp] theorem stepEndpoint_clock {L : ℝ≥0} (X : C(ℝ × E,E)) (hX : LipschitzWith L X) | |
| {h : ℝ} (hh : ‖h‖ * L < 1) (p : ℝ × E) : | |
| (stepEndpoint (clockField X) (clockField_lipschitz X hX) h p).1 = p.1 + h := by | |
| simpa only [stepEndpoint,mul_one] using fixedStep_clock X hX hh p ⟨1,by simp⟩ | |
| def timeStep {L : ℝ≥0} (X : C(ℝ × E,E)) (hX : LipschitzWith L X) (h t : ℝ) (x : E) : E := | |
| (stepEndpoint (clockField X) (clockField_lipschitz X hX) h (t,x)).2 | |
| theorem timeStep_smooth [FiniteDimensional ℝ E] {L : ℝ≥0} | |
| (X : C(ℝ × E,E)) (hX : LipschitzWith L X) (hXs : ContDiff ℝ ∞ X) | |
| {h : ℝ} (hh : ‖h‖ * L < 1) (t : ℝ) : ContDiff ℝ ∞ (timeStep X hX h t) := | |
| ((stepEndpoint_smooth (clockField X) (clockField_lipschitz X hX) | |
| (clockField_smooth X hXs) hh).comp (contDiff_const.prodMk contDiff_id)).snd | |
| theorem timeStep_inverse {L : ℝ≥0} (X : C(ℝ × E,E)) (hX : LipschitzWith L X) | |
| {h : ℝ} (hh : ‖h‖ * L < 1) (t : ℝ) : | |
| Function.LeftInverse (timeStep X hX (-h) (t+h)) (timeStep X hX h t) := by | |
| intro x | |
| have he := congrArg Prod.snd (stepEndpoint_neg_leftInverse (clockField X) | |
| (clockField_lipschitz X hX) hh (t,x)) | |
| have hp : stepEndpoint (clockField X) (clockField_lipschitz X hX) h (t,x) = | |
| (t+h,timeStep X hX h t x) := by | |
| apply Prod.ext | |
| · exact stepEndpoint_clock X hX hh (t,x) | |
| · rfl | |
| rw [hp] at he | |
| exact he | |
| def timeStepHomeomorph [FiniteDimensional ℝ E] {L : ℝ≥0} | |
| (X : C(ℝ × E,E)) (hX : LipschitzWith L X) (hXs : ContDiff ℝ ∞ X) | |
| {h : ℝ} (hh : ‖h‖ * L < 1) (t : ℝ) : E ≃ₜ E where | |
| toFun := timeStep X hX h t | |
| invFun := timeStep X hX (-h) (t+h) | |
| left_inv := timeStep_inverse X hX hh t | |
| right_inv := by | |
| intro x | |
| simpa only [neg_neg, add_neg_cancel_right] using | |
| timeStep_inverse X hX (h := -h) (by simpa using hh) (t+h) x | |
| continuous_toFun := (timeStep_smooth X hX hXs hh t).continuous | |
| continuous_invFun := (timeStep_smooth X hX hXs (h := -h) (by simpa using hh) (t+h)).continuous | |
| end PackingSufficiencySupport.Hamiltonian | |
| namespace PackingSufficiencySupport.Hamiltonian | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℝ E] [CompleteSpace E] | |
| [FiniteDimensional ℝ E] | |
| theorem fixedStep_variation_clock {L : ℝ≥0} (X : C(ℝ × E,E)) | |
| (hX : LipschitzWith L X) (hXs : ContDiff ℝ ∞ X) {h : ℝ} (hh : ‖h‖ * L < 1) | |
| (p : ℝ × E) (v : E) (s : Time) : | |
| ((fderiv ℝ (fixedStep (clockField X) (clockField_lipschitz X hX) h) p (0,v)) s).1 = 0 := by | |
| let u := fixedStep (clockField X) (clockField_lipschitz X hX) h | |
| have hu := ((fixedStep_smooth (clockField X) (clockField_lipschitz X hX) | |
| (clockField_smooth X hXs) hh).differentiable (by simp) p).hasFDerivAt | |
| have hd := (ContinuousLinearMap.fst ℝ ℝ E).hasFDerivAt.comp p | |
| ((ContinuousMap.evalCLM (M := ℝ × E) ℝ s).hasFDerivAt.comp p hu) | |
| have he : (fun q => (u q s).1) = fun q : ℝ × E => q.1 + h * (s:ℝ) := by | |
| funext q | |
| exact fixedStep_clock X hX hh q s | |
| change HasFDerivAt (fun q => (u q s).1) _ p at hd | |
| rw [he] at hd | |
| have hd' := (ContinuousLinearMap.fst ℝ ℝ E).hasFDerivAt.add_const (h * (s:ℝ)) (x := p) | |
| have huniq := congrArg (fun A : (ℝ × E) →L[ℝ] ℝ => A (0,v)) (hd.unique hd') | |
| exact huniq | |
| theorem timeStep_fderiv {L : ℝ≥0} (X : C(ℝ × E,E)) (hX : LipschitzWith L X) | |
| (hXs : ContDiff ℝ ∞ X) {h : ℝ} (hh : ‖h‖ * L < 1) (t : ℝ) (x v : E) : | |
| fderiv ℝ (timeStep X hX h t) x v = | |
| (fderiv ℝ (stepEndpoint (clockField X) (clockField_lipschitz X hX) h) (t,x) (0,v)).2 := by | |
| have hs := ((stepEndpoint_smooth (clockField X) (clockField_lipschitz X hX) | |
| (clockField_smooth X hXs) hh).differentiable (by simp) (t,x)).hasFDerivAt | |
| have hp : HasFDerivAt (fun x : E => (t,x)) (ContinuousLinearMap.inr ℝ ℝ E) x := | |
| (hasFDerivAt_const t x).prodMk (hasFDerivAt_id x) | |
| have hd := (ContinuousLinearMap.snd ℝ ℝ E).hasFDerivAt.comp x (hs.comp x hp) | |
| exact congrArg (fun A : E →L[ℝ] E => A v) hd.fderiv | |
| omit [CompleteSpace E] [FiniteDimensional ℝ E] in | |
| theorem clockField_fderiv {X : C(ℝ × E,E)} (hXs : ContDiff ℝ ∞ X) (p v : ℝ × E) : | |
| fderiv ℝ (clockField X) p v = (0, fderiv ℝ X p v) := by | |
| have hd := (hasFDerivAt_const (1:ℝ) p).prodMk | |
| ((hXs.differentiable (by simp) p).hasFDerivAt) | |
| exact congrArg (fun A : (ℝ × E) →L[ℝ] (ℝ × E) => A v) hd.fderiv | |
| theorem timeStep_preserves_density {L : ℝ≥0} (X : C(ℝ × E,E)) | |
| (hX : LipschitzWith L X) (hXs : ContDiff ℝ ∞ X) | |
| (ρ : ℝ × E → ℝ) (hρ : ContDiff ℝ ∞ ρ) (B : E →L[ℝ] E →L[ℝ] ℝ) | |
| (hPDE : ∀ p v w, fderiv ℝ ρ p (1,X p) * B v w + | |
| ρ p * (B (fderiv ℝ X p (0,v)) w + B v (fderiv ℝ X p (0,w))) = 0) | |
| {h : ℝ} (hh : ‖h‖ * L < 1) (t : ℝ) (x v w : E) : | |
| ρ (t+h,timeStep X hX h t x) * | |
| B (fderiv ℝ (timeStep X hX h t) x v) (fderiv ℝ (timeStep X hX h t) x w) = | |
| ρ (t,x) * B v w := by | |
| let Y := clockField X | |
| let hY := clockField_lipschitz X hX | |
| let u := fixedStep Y hY h (t,x) | |
| let A := fderiv ℝ (fixedStep Y hY h) (t,x) | |
| let D : C(Time,(ℝ × E) →L[ℝ] (ℝ × E)) := | |
| ⟨fun s => fderiv ℝ Y (u s), | |
| ((clockField_smooth X hXs).continuous_fderiv (by simp)).comp u.continuous⟩ | |
| have hA (z : ℝ × E) : A z = constantPath z + h • pathIntegral (pathLinear D (A z)) := | |
| congrArg (fun T : (ℝ × E) →L[ℝ] C(Time,ℝ × E) => T z) | |
| (fixedStep_variation Y hY (clockField_smooth X hXs) hh (t,x)) | |
| have hA0 (z : ℝ × E) : extendPath (A z) 0 = z := by | |
| have he := congrArg (fun V : C(Time,ℝ × E) => V ⟨0,by simp⟩) (hA z) | |
| exact (extendPath_coe (A z) ⟨0,by simp⟩).trans (by simpa using he) | |
| let V : E → ℝ → E := fun z s => (extendPath (A (0,z)) s).2 | |
| have hhor (z : E) (s : ℝ) (hs : s ∈ Icc (0:ℝ) 1) : | |
| extendPath (A (0,z)) s = (0,V z s) := by | |
| apply Prod.ext | |
| · rw [show extendPath (A (0,z)) s = A (0,z) ⟨s,hs⟩ from extendPath_coe _ ⟨s,hs⟩] | |
| exact fixedStep_variation_clock X hX hXs hh (t,x) z ⟨s,hs⟩ | |
| · rfl | |
| have hVd (z : E) (s : ℝ) (hs : s ∈ Icc (0:ℝ) 1) : | |
| HasDerivWithinAt (V z) (h • fderiv ℝ X (extendPath u s) (0,V z s)) (Icc (0:ℝ) 1) s := by | |
| have hd := (path_equation_derivative _ _ (0,z) h (hA (0,z)) hs).snd | |
| change HasDerivWithinAt (V z) | |
| (h • (fderiv ℝ Y (extendPath u s) (extendPath (A (0,z)) s)).2) _ s at hd | |
| rw [hhor z s hs,clockField_fderiv hXs] at hd | |
| exact hd | |
| let F : ℝ → ℝ := fun s => ρ (extendPath u s) * B (V v s) (V w s) | |
| have hFc : Continuous F := (hρ.continuous.comp (extendPath u).continuous).mul | |
| ((B.continuous.comp (extendPath (A (0,v))).continuous.snd).clm_apply | |
| (extendPath (A (0,w))).continuous.snd) | |
| have hFd (s : ℝ) (hs : s ∈ Ioo (0:ℝ) 1) : HasDerivAt F 0 s := by | |
| have hs' : s ∈ Icc (0:ℝ) 1 := ⟨hs.1.le,hs.2.le⟩ | |
| have hUd := fixedStep_derivative Y hY hh (t,x) hs' | |
| have hρd := ((hρ.differentiable (by simp) (extendPath u s)).hasFDerivAt).comp_hasDerivWithinAt s hUd | |
| have hBd := ContinuousLinearMap.hasDerivWithinAt_of_bilinear (B := B) | |
| (hVd v s hs') (hVd w s hs') | |
| have hd := hρd.mul hBd | |
| have hz : fderiv ℝ ρ (extendPath u s) (h • Y (extendPath u s)) * | |
| B (V v s) (V w s) + ρ (extendPath u s) * | |
| (B (V v s) (h • fderiv ℝ X (extendPath u s) (0,V w s)) + | |
| B (h • fderiv ℝ X (extendPath u s) (0,V v s)) (V w s)) = 0 := by | |
| simp only [map_smul,smul_apply, smul_eq_mul] | |
| have he := hPDE (extendPath u s) (V v s) (V w s) | |
| change fderiv ℝ ρ (extendPath u s) (Y (extendPath u s)) * B (V v s) (V w s) + | |
| ρ (extendPath u s) * _ = 0 at he | |
| linear_combination h * he | |
| have hd0 : HasDerivWithinAt F 0 (Icc (0:ℝ) 1) s := hd.congr_deriv hz | |
| exact hd0.hasDerivAt (Icc_mem_nhds hs.1 hs.2) | |
| have hi := intervalIntegral.integral_eq_sub_of_hasDerivAt_of_le (by norm_num : (0:ℝ) ≤ 1) | |
| hFc.continuousOn hFd (intervalIntegrable_const (c := (0:ℝ))) | |
| have hend : F 1 = F 0 := sub_eq_zero.mp (by simpa using hi.symm) | |
| have hzero : F 0 = ρ (t,x) * B v w := by | |
| change ρ (extendPath u 0) * B (extendPath (A (0,v)) 0).2 (extendPath (A (0,w)) 0).2 = _ | |
| rw [hA0,hA0,show extendPath u 0 = (t,x) from | |
| (extendPath_coe u ⟨0,by simp⟩).trans (fixedStep_initial Y hY hh (t,x))] | |
| have hfinal : extendPath u 1 = (t+h,timeStep X hX h t x) := by | |
| rw [show extendPath u 1 = u ⟨1,by simp⟩ from extendPath_coe u ⟨1,by simp⟩] | |
| exact Prod.ext (stepEndpoint_clock X hX hh (t,x)) rfl | |
| have hfinalV (z : E) : V z 1 = fderiv ℝ (timeStep X hX h t) x z := by | |
| rw [timeStep_fderiv X hX hXs hh, stepEndpoint_fderiv Y hY (clockField_smooth X hXs) hh] | |
| exact congrArg Prod.snd (extendPath_coe (A (0,z)) ⟨1,by simp⟩) | |
| have hone : F 1 = ρ (t+h,timeStep X hX h t x) * | |
| B (fderiv ℝ (timeStep X hX h t) x v) (fderiv ℝ (timeStep X hX h t) x w) := by | |
| change ρ (extendPath u 1) * B (V v 1) (V w 1) = _ | |
| rw [hfinal,hfinalV,hfinalV] | |
| exact hone.symm.trans (hend.trans hzero) | |
| end PackingSufficiencySupport.Hamiltonian | |
| namespace PackingSufficiencySupport.Hamiltonian | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℝ E] [CompleteSpace E] | |
| theorem timeStep_of_stationary {L : ℝ≥0} (X : C(ℝ × E,E)) (hX : LipschitzWith L X) | |
| {h : ℝ} (hh : ‖h‖ * L < 1) (t : ℝ) {x : E} (hx : ∀ s, X (s,x) = 0) : | |
| timeStep X hX h t x = x := by | |
| let q : C(Time,ℝ × E) := constantPath (t,x) + h • pathIntegral (constantPath (1,0)) | |
| have hq (s : Time) : q s = (t+h*(s:ℝ),x) := by | |
| change (t,x) + h • (∫ a in (0:ℝ)..(s:ℝ), extendPath (constantPath (1,0)) a) = _ | |
| have he : (fun a : ℝ => extendPath (constantPath ((1:ℝ),(0:E))) a) = fun _ => ((1:ℝ),(0:E)) := rfl | |
| rw [he,intervalIntegral.integral_const] | |
| simp | |
| have hy : (clockField X).comp q = constantPath (1,0) := by | |
| apply ContinuousMap.ext | |
| intro s | |
| change clockField X (q s) = (1,0) | |
| rw [hq,clockField_apply,hx] | |
| have hu : fixedStep (clockField X) (clockField_lipschitz X hX) h (t,x) = q := by | |
| apply (picard_contracts (clockField X) (clockField_lipschitz X hX) (p := ((t,x),h)) hh).fixedPoint_unique' | |
| (localPath_fixed (clockField X) (clockField_lipschitz X hX) (p := ((t,x),h)) hh) | |
| change constantPath (t,x) + h • pathIntegral ((clockField X).comp q) = q | |
| rw [hy] | |
| change (fixedStep (clockField X) (clockField_lipschitz X hX) h (t,x) ⟨1,by simp⟩).2 = x | |
| rw [hu,hq] | |
| end PackingSufficiencySupport.Hamiltonian | |
| namespace PackingSufficiencySupport.Hamiltonian | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℝ E] [CompleteSpace E] | |
| [FiniteDimensional ℝ E] | |
| def timeSteps {L : ℝ≥0} (X : C(ℝ × E,E)) (hX : LipschitzWith L X) | |
| (hXs : ContDiff ℝ ∞ X) {h : ℝ} (hh : ‖h‖ * L < 1) (t : ℝ) : ℕ → E ≃ₜ E | |
| | 0 => Homeomorph.refl E | |
| | N+1 => (timeSteps X hX hXs hh t N).trans (timeStepHomeomorph X hX hXs hh (t+N*h)) | |
| theorem timeSteps_smooth {L : ℝ≥0} (X : C(ℝ × E,E)) (hX : LipschitzWith L X) | |
| (hXs : ContDiff ℝ ∞ X) {h : ℝ} (hh : ‖h‖ * L < 1) (t : ℝ) (N : ℕ) : | |
| ContDiff ℝ ∞ (timeSteps X hX hXs hh t N) ∧ | |
| ContDiff ℝ ∞ (timeSteps X hX hXs hh t N).symm := by | |
| induction N with | |
| | zero => exact ⟨contDiff_id,contDiff_id⟩ | |
| | succ N ih => | |
| constructor | |
| · exact (timeStep_smooth X hX hXs hh (t+N*h)).comp ih.1 | |
| · exact ih.2.comp (timeStep_smooth X hX hXs (h := -h) (by simpa using hh) ((t+N*h)+h)) | |
| theorem timeSteps_of_stationary {L : ℝ≥0} (X : C(ℝ × E,E)) (hX : LipschitzWith L X) | |
| (hXs : ContDiff ℝ ∞ X) {h : ℝ} (hh : ‖h‖ * L < 1) (t : ℝ) (N : ℕ) | |
| {x : E} (hx : ∀ s, X (s,x) = 0) : timeSteps X hX hXs hh t N x = x := by | |
| induction N with | |
| | zero => rfl | |
| | succ N ih => | |
| change timeStep X hX h (t+N*h) (timeSteps X hX hXs hh t N x) = x | |
| rw [ih,timeStep_of_stationary X hX hh _ hx] | |
| theorem timeSteps_preserves_density {L : ℝ≥0} (X : C(ℝ × E,E)) | |
| (hX : LipschitzWith L X) (hXs : ContDiff ℝ ∞ X) | |
| (ρ : ℝ × E → ℝ) (hρ : ContDiff ℝ ∞ ρ) (B : E →L[ℝ] E →L[ℝ] ℝ) | |
| (hPDE : ∀ p v w, fderiv ℝ ρ p (1,X p) * B v w + | |
| ρ p * (B (fderiv ℝ X p (0,v)) w + B v (fderiv ℝ X p (0,w))) = 0) | |
| {h : ℝ} (hh : ‖h‖ * L < 1) (t : ℝ) (N : ℕ) (x v w : E) : | |
| ρ (t+N*h,timeSteps X hX hXs hh t N x) * | |
| B (fderiv ℝ (timeSteps X hX hXs hh t N) x v) | |
| (fderiv ℝ (timeSteps X hX hXs hh t N) x w) = ρ (t,x) * B v w := by | |
| induction N with | |
| | zero => simp [timeSteps] | |
| | succ N ih => | |
| let F := timeSteps X hX hXs hh t N | |
| let G := timeStep X hX h (t+N*h) | |
| have hF : Differentiable ℝ F := (timeSteps_smooth X hX hXs hh t N).1.differentiable (by simp) | |
| have hG : Differentiable ℝ G := (timeStep_smooth X hX hXs hh (t+N*h)).differentiable (by simp) | |
| change ρ (t+(N+1:ℕ)*h,G (F x)) * | |
| B (fderiv ℝ (G ∘ F) x v) (fderiv ℝ (G ∘ F) x w) = _ | |
| rw [fderiv_comp x (hG (F x)) (hF x)] | |
| have ht : t + (N+1:ℕ)*h = (t+N*h)+h := by push_cast; ring | |
| rw [ht] | |
| exact (timeStep_preserves_density X hX hXs ρ hρ B hPDE hh (t+N*h) (F x) | |
| (fderiv ℝ F x v) (fderiv ℝ F x w)).trans ih | |
| theorem exists_density_transport {L : ℝ≥0} (X : C(ℝ × E,E)) | |
| (hX : LipschitzWith L X) (hXs : ContDiff ℝ ∞ X) | |
| (ρ : ℝ × E → ℝ) (hρ : ContDiff ℝ ∞ ρ) (B : E →L[ℝ] E →L[ℝ] ℝ) | |
| (hPDE : ∀ p v w, fderiv ℝ ρ p (1,X p) * B v w + | |
| ρ p * (B (fderiv ℝ X p (0,v)) w + B v (fderiv ℝ X p (0,w))) = 0) | |
| (K : Set E) (hK : IsCompact K) (hXspt : ∀ s x, x ∉ K → X (s,x) = 0) | |
| (t T : ℝ) : ∃ Φ : E ≃ₜ E, ContDiff ℝ ∞ Φ ∧ ContDiff ℝ ∞ Φ.symm ∧ | |
| (∀ x, x ∉ K → Φ x = x) ∧ HasCompactSupport (fun x => Φ x - x) ∧ | |
| (∀ x v w, ρ (t+T,Φ x) * B (fderiv ℝ Φ x v) (fderiv ℝ Φ x w) = ρ (t,x) * B v w) := by | |
| obtain ⟨N,hN⟩ := exists_nat_gt (‖T‖ * L) | |
| have hN0 : (0:ℝ) < N := (mul_nonneg (norm_nonneg _) L.coe_nonneg).trans_lt hN | |
| let h := T / N | |
| have hh : ‖h‖ * L < 1 := by | |
| change ‖T / (N:ℝ)‖ * L < 1 | |
| rw [norm_div,Real.norm_of_nonneg hN0.le, div_mul_eq_mul_div] | |
| exact (div_lt_one hN0).mpr hN | |
| have he : (N:ℝ) * h = T := by dsimp [h]; field_simp | |
| let Φ := timeSteps X hX hXs hh t N | |
| have hfix (x : E) (hx : x ∉ K) : Φ x = x := | |
| timeSteps_of_stationary X hX hXs hh t N (fun s => hXspt s x hx) | |
| refine ⟨Φ,(timeSteps_smooth X hX hXs hh t N).1, | |
| (timeSteps_smooth X hX hXs hh t N).2,hfix,?_,?_⟩ | |
| · exact HasCompactSupport.intro hK (fun x hx => sub_eq_zero.mpr (hfix x hx)) | |
| · intro x v w | |
| simpa only [he] using timeSteps_preserves_density X hX hXs ρ hρ B hPDE hh t N x v w | |
| end PackingSufficiencySupport.Hamiltonian | |
| namespace PackingSufficiencySupport.Hamiltonian | |
| def segmentLinear : (ℝ × ℝ) →L[ℝ] C(Time,ℝ × ℝ) := | |
| LinearMap.mkContinuous { | |
| toFun := fun p => ⟨fun s => ((s : ℝ) * p.1,p.2), | |
| (continuous_subtype_val.mul continuous_const).prodMk continuous_const⟩ | |
| map_add' := by intros; ext s <;> simp [mul_add] | |
| map_smul' := by intros; ext s <;> simp [mul_left_comm] } | |
| 1 (by | |
| intro p | |
| rw [one_mul] | |
| apply (ContinuousMap.norm_le _ (norm_nonneg p)).mpr | |
| intro s | |
| change ‖((s:ℝ)*p.1,p.2)‖ ≤ ‖p‖ | |
| simp only [Prod.norm_def, norm_mul, Real.norm_eq_abs, abs_of_nonneg s.property.1] | |
| apply max_le | |
| · exact (mul_le_of_le_one_left (abs_nonneg p.1) | |
| (by simpa only [abs_of_nonneg s.property.1] using s.property.2)).trans (le_max_left _ _) | |
| · exact le_max_right _ _) | |
| def segmentPath (a : ℝ) (p : ℝ × ℝ) : C(Time,ℝ × ℝ) := | |
| constantPath (a,0) + segmentLinear (p - (a,0)) | |
| @[simp] theorem segmentPath_apply (a : ℝ) (p : ℝ × ℝ) (s : Time) : | |
| segmentPath a p s = (a + (s : ℝ) * (p.1-a),p.2) := by | |
| change (a + (s:ℝ)*(p.1-a),0+(p.2-0)) = _ | |
| simp | |
| theorem segmentPath_smooth (a : ℝ) : ContDiff ℝ ∞ (segmentPath a) := | |
| contDiff_const.add (segmentLinear.contDiff.comp (contDiff_id.sub contDiff_const)) | |
| def pathAverage : C(Time,ℝ) →L[ℝ] ℝ := | |
| (ContinuousMap.evalCLM ℝ (⟨1,by simp⟩ : Time)).comp pathIntegral | |
| theorem segment_integral_eq (f : ℝ × ℝ → ℝ) (hf : Continuous f) (a : ℝ) (p : ℝ × ℝ) : | |
| (∫ x in a..p.1, f (x,p.2)) = | |
| (p.1-a) * pathAverage ((⟨f,hf⟩ : C(ℝ × ℝ,ℝ)).comp (segmentPath a p)) := by | |
| let u := (⟨f,hf⟩ : C(ℝ × ℝ,ℝ)).comp (segmentPath a p) | |
| have he : (∫ s in (0:ℝ)..1, extendPath u s) = ∫ s in (0:ℝ)..1, f (a+s*(p.1-a),p.2) := by | |
| apply intervalIntegral.integral_congr | |
| intro s hs | |
| rw [uIcc_of_le (by norm_num : (0:ℝ) ≤ 1)] at hs | |
| change extendPath u s = f (a+s*(p.1-a),p.2) | |
| rw [show extendPath u s = u ⟨s,hs⟩ from extendPath_coe u ⟨s,hs⟩] | |
| change f (segmentPath a p ⟨s,hs⟩) = _ | |
| rw [segmentPath_apply] | |
| change _ = (p.1-a) * (∫ s in (0:ℝ)..1, extendPath u s) | |
| rw [he] | |
| have hi := intervalIntegral.smul_integral_comp_add_mul (fun x => f (x,p.2)) | |
| (a := (0:ℝ)) (b := 1) (p.1-a) a | |
| simpa only [smul_eq_mul, mul_zero, mul_one, add_zero, add_sub_cancel, mul_comm] using hi.symm | |
| theorem contDiff_segment_integral {f : ℝ × ℝ → ℝ} (hf : ContDiff ℝ ∞ f) (a : ℝ) : | |
| ContDiff ℝ ∞ (fun p : ℝ × ℝ => ∫ x in a..p.1, f (x,p.2)) := by | |
| have he : (fun p : ℝ × ℝ => ∫ x in a..p.1, f (x,p.2)) = | |
| fun p => (p.1-a) * pathAverage ((⟨f,hf.continuous⟩ : C(ℝ × ℝ,ℝ)).comp (segmentPath a p)) := by | |
| funext p | |
| exact segment_integral_eq f hf.continuous a p | |
| rw [he] | |
| exact (contDiff_fst.sub contDiff_const).mul | |
| (pathAverage.contDiff.comp ((postcomp_contDiff hf).comp (segmentPath_smooth a))) | |
| def planarMarginal (A : ℝ) (f : ℝ × ℝ → ℝ) (t : ℝ) : ℝ := | |
| ∫ x in -A..A, f (x,t) | |
| def planarPrimitiveX (A : ℝ) (f : ℝ × ℝ → ℝ) (ρ : ℝ → ℝ) (p : ℝ × ℝ) : ℝ := | |
| -ρ p.1 * ∫ t in -A..p.2, planarMarginal A f t | |
| def planarPrimitiveY (A : ℝ) (f : ℝ × ℝ → ℝ) (ρ : ℝ → ℝ) (p : ℝ × ℝ) : ℝ := | |
| ∫ x in -A..p.1, f (x,p.2) - ρ x * planarMarginal A f p.2 | |
| theorem planarMarginal_smooth {f : ℝ × ℝ → ℝ} (hf : ContDiff ℝ ∞ f) (A : ℝ) : | |
| ContDiff ℝ ∞ (planarMarginal A f) := | |
| (contDiff_segment_integral hf (-A)).comp (contDiff_const.prodMk contDiff_id) | |
| theorem planarPrimitive_smooth {f : ℝ × ℝ → ℝ} (hf : ContDiff ℝ ∞ f) | |
| {ρ : ℝ → ℝ} (hρ : ContDiff ℝ ∞ ρ) (A : ℝ) : | |
| ContDiff ℝ ∞ (planarPrimitiveX A f ρ) ∧ ContDiff ℝ ∞ (planarPrimitiveY A f ρ) := by | |
| have hg := planarMarginal_smooth hf A | |
| have hG : ContDiff ℝ ∞ (fun p : ℝ × ℝ => ∫ t in -A..p.2, planarMarginal A f t) := by | |
| exact (contDiff_segment_integral (hg.comp contDiff_fst) (-A)).comp | |
| (contDiff_snd.prodMk contDiff_fst) | |
| exact ⟨(hρ.comp contDiff_fst).neg.mul hG, | |
| contDiff_segment_integral (hf.sub ((hρ.comp contDiff_fst).mul (hg.comp contDiff_snd))) (-A)⟩ | |
| theorem planarPrimitive_curl {A : ℝ} {f : ℝ × ℝ → ℝ} (hf : Continuous f) | |
| {ρ : ℝ → ℝ} (hρ : Continuous ρ) (hg : Continuous (planarMarginal A f)) (p : ℝ × ℝ) : | |
| deriv (fun x => planarPrimitiveY A f ρ (x,p.2)) p.1 - | |
| deriv (fun t => planarPrimitiveX A f ρ (p.1,t)) p.2 = f p := by | |
| have hc : Continuous (fun x => f (x,p.2) - ρ x * planarMarginal A f p.2) := | |
| (hf.comp (continuous_id.prodMk continuous_const)).sub (hρ.mul continuous_const) | |
| have hY := intervalIntegral.integral_hasDerivAt_right (hc.intervalIntegrable (-A) p.1) | |
| hc.aestronglyMeasurable.stronglyMeasurableAtFilter hc.continuousAt | |
| have hG := intervalIntegral.integral_hasDerivAt_right (hg.intervalIntegrable (-A) p.2) | |
| hg.aestronglyMeasurable.stronglyMeasurableAtFilter hg.continuousAt | |
| have hX := hG.const_mul (-ρ p.1) | |
| change deriv (fun x => ∫ v in -A..x, f (v,p.2) - ρ v * planarMarginal A f p.2) p.1 - | |
| deriv (fun t => -ρ p.1 * ∫ v in -A..t, planarMarginal A f v) p.2 = _ | |
| rw [hY.deriv, hX.deriv] | |
| ring | |
| theorem interval_primitive_zero_outside {A : ℝ} (hA : 0 ≤ A) {g : ℝ → ℝ} | |
| (hg : Continuous g) (hgs : ∀ x, A ≤ |x| → g x = 0) | |
| (hg0 : (∫ x in -A..A, g x) = 0) {t : ℝ} (ht : A ≤ |t|) : | |
| (∫ x in -A..t, g x) = 0 := by | |
| rcases le_abs.mp ht with ht | ht | |
| · have hi := intervalIntegral.integral_add_adjacent_intervals (μ := MeasureTheory.volume) | |
| (hg.intervalIntegrable (-A) A) (hg.intervalIntegrable A t) | |
| have hz : (∫ x in A..t, g x) = 0 := by | |
| have he : (∫ x in A..t, g x) = ∫ x in A..t, (0:ℝ) := by | |
| apply intervalIntegral.integral_congr | |
| intro x hx | |
| rw [uIcc_of_le ht] at hx | |
| exact hgs x (hx.1.trans (le_abs_self x)) | |
| simpa using he | |
| rw [hg0,hz,zero_add] at hi | |
| exact hi.symm | |
| · have hta : t ≤ -A := by linarith | |
| have hz : (∫ x in -A..t, g x) = ∫ x in -A..t, (0:ℝ) := by | |
| apply intervalIntegral.integral_congr | |
| intro x hx | |
| rw [uIcc_of_ge hta] at hx | |
| apply hgs x | |
| rw [abs_of_nonpos (hx.2.trans (neg_nonpos.mpr hA))] | |
| linarith [hx.2] | |
| simpa using hz | |
| theorem planarPrimitive_support {A : ℝ} (hA : 0 ≤ A) {f : ℝ × ℝ → ℝ} | |
| (hf : Continuous f) {ρ : ℝ → ℝ} (hρ : Continuous ρ) | |
| (hfs : ∀ x t, A ≤ |x| ∨ A ≤ |t| → f (x,t) = 0) | |
| (hρs : ∀ x, A ≤ |x| → ρ x = 0) | |
| (hρ1 : (∫ x in -A..A, ρ x) = 1) | |
| (hg : Continuous (planarMarginal A f)) | |
| (hf0 : (∫ t in -A..A, planarMarginal A f t) = 0) : | |
| HasCompactSupport (planarPrimitiveX A f ρ) ∧ | |
| HasCompactSupport (planarPrimitiveY A f ρ) := by | |
| have hgt (t : ℝ) (ht : A ≤ |t|) : planarMarginal A f t = 0 := by | |
| unfold planarMarginal | |
| have he : (fun x => f (x,t)) = fun _ => (0:ℝ) := by | |
| funext x | |
| exact hfs x t (Or.inr ht) | |
| rw [he,intervalIntegral.integral_zero] | |
| have hF (t : ℝ) : (∫ x in -A..A, f (x,t) - ρ x * planarMarginal A f t) = 0 := by | |
| have hc : Continuous (fun x => f (x,t)) := hf.comp (continuous_id.prodMk continuous_const) | |
| have hd : Continuous (fun x => ρ x * planarMarginal A f t) := hρ.mul continuous_const | |
| rw [intervalIntegral.integral_sub (hc.intervalIntegrable (-A) A) | |
| (hd.intervalIntegrable (-A) A)] | |
| rw [intervalIntegral.integral_mul_const, hρ1, one_mul] | |
| exact sub_self _ | |
| have hzero (p : ℝ × ℝ) (hp : A ≤ |p.1| ∨ A ≤ |p.2|) : | |
| planarPrimitiveX A f ρ p = 0 ∧ planarPrimitiveY A f ρ p = 0 := by | |
| rcases hp with hp | hp | |
| · constructor | |
| · simp [planarPrimitiveX, hρs _ hp] | |
| · apply interval_primitive_zero_outside hA | |
| ((hf.comp (continuous_id.prodMk continuous_const)).sub (hρ.mul continuous_const)) | |
| (fun x hx => by | |
| change f (x,p.2) - ρ x * planarMarginal A f p.2 = 0 | |
| rw [hfs x p.2 (Or.inl hx),hρs x hx]; ring) (hF p.2) hp | |
| · constructor | |
| · unfold planarPrimitiveX | |
| rw [interval_primitive_zero_outside hA hg hgt hf0 hp, mul_zero] | |
| · unfold planarPrimitiveY | |
| have he : (fun x => f (x,p.2) - ρ x * planarMarginal A f p.2) = fun _ => (0:ℝ) := by | |
| funext x | |
| rw [hfs x p.2 (Or.inr hp), hgt p.2 hp] | |
| ring | |
| rw [he,intervalIntegral.integral_zero] | |
| have hK : IsCompact (Icc (-A,-A) (A,A) : Set (ℝ × ℝ)) := isCompact_Icc | |
| have hout (p : ℝ × ℝ) (hp : p ∉ Icc (-A,-A) (A,A)) : A ≤ |p.1| ∨ A ≤ |p.2| := by | |
| by_contra! ht | |
| apply hp | |
| have hx := abs_lt.mp ht.1 | |
| have hy := abs_lt.mp ht.2 | |
| exact ⟨⟨hx.1.le,hy.1.le⟩,⟨hx.2.le,hy.2.le⟩⟩ | |
| exact ⟨HasCompactSupport.intro hK (fun p hp => (hzero p (hout p hp)).1), | |
| HasCompactSupport.intro hK (fun p hp => (hzero p (hout p hp)).2)⟩ | |
| open MeasureTheory Function | |
| theorem integral_eq_full_of_box_support {A : ℝ} {g : ℝ → ℝ} | |
| (hgs : ∀ x, A ≤ |x| → g x = 0) : (∫ x in -A..A, g x) = ∫ x, g x := by | |
| apply intervalIntegral.integral_eq_integral_of_support_subset | |
| intro x hx | |
| have hx' : |x| < A := by | |
| by_contra! ha | |
| exact hx (hgs x ha) | |
| exact ⟨(abs_lt.mp hx').1,(abs_lt.mp hx').2.le⟩ | |
| end PackingSufficiencySupport.Hamiltonian | |
| end | |
| end OAI | |