Download lean/OAI/Geometry/RCD/Heat/BoundedPlanHeatSecondVariation.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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6.45 kB
| import OAI.Geometry.RCD.Heat.UniformCenteredSecondVariation | |
| import OAI.Geometry.RCD.Heat.CompactHeatActualPlanLimit | |
| import OAI.Geometry.RCD.Metric.DominatedCompactProbability | |
| import OAI.Geometry.RCD.Transport.CompressedFiniteUnique | |
| namespace OAI | |
| /-! # Local heat second variation on the prescribed compressed optimal plan -/ | |
| open Set Filter MeasureTheory Metric TopologicalSpace | |
| open scoped Topology NNReal ENNReal | |
| noncomputable section | |
| namespace RegularPointCoordinates.NoncollapsedRCD | |
| variable {X : Type*} [MetricSpace X] [MeasurableSpace X] [BorelSpace X] | |
| [ProperSpace X] {K : ℝ} {n : ℕ} (hX : NoncollapsedRCD K n X) | |
| (hn : 2 ≤ n) [SeparableSpace X] | |
| [IsLocallyFiniteMeasure (hausdorff n X)] [(hausdorff n X).Regular] | |
| attribute [local instance] pathBorel pathBorelSpace | |
| theorem bounded_plan_heat_second_variation (p₀ p : X) (hK : K ≤ 0) | |
| (π : Measure C(Time,X)) [IsProbabilityMeasure π] | |
| (hgeo : ∀ᵐ γ ∂π, IsGeodesic γ) | |
| (hopt : IsOptimalCoupling (π.map (fun γ => γ 0)) (π.map (fun γ => γ 1)) | |
| (π.map (fun γ => (γ 0,γ 1)))) | |
| {B : ℝ≥0∞} (hB : B ≠ ∞) | |
| (hcomp : ∀ t : Time, π.map (fun γ => γ t) ≤ B • hausdorff n X) | |
| {R₀ r : ℝ} (hR₀ : 0 ≤ R₀) (hr : 0 < r) (hsmall : 6*R₀ ≤ r) | |
| (hs₀ : ∀ᵐ x ∂π.map (fun γ => γ 0), dist x p ≤ R₀) | |
| (hs₁ : ∀ᵐ x ∂π.map (fun γ => γ 1), dist x p ≤ R₀) | |
| (f : Lp ℝ 2 (hausdorff n X)) (A : ℝ≥0) | |
| (hf : ∀ᵐ x ∂hausdorff n X, |f x| ≤ A) {s : ℝ} (hs : 0 < s) : | |
| let m := hausdorff n X | |
| let q := hX.quadratic | |
| let H := kernelHeat m q (hX.canonicalHeatKernel_isContinuousHeatKernel hn p) s f | |
| let F t := if ht : t ∈ Ioo (0:ℝ) 1 then | |
| ∫ x, H x ∂π.map (fun γ => γ (⟨t,ht.1.le,ht.2.le⟩ : Time)) else 0 | |
| let w := heatSobolev m q s hs f | |
| let C := hX.centeredActionBound hn p₀ | |
| ∃ G : ℝ → ℝ, | |
| (∀ t ∈ Ioo (0:ℝ) 1, DifferentiableAt ℝ F t) ∧ | |
| (∀ a b : ℝ, 0 < a → b < 1 → ∃ L : ℝ≥0, LipschitzOnWith L (deriv F) (Icc a b)) ∧ | |
| (∀ (δ : ℝ) (hδ : 0 < δ), | |
| let L : ℝ≥0 := ⟨Real.sqrt (Real.exp |K| * (16*C*(R₀+32*r)^2/(δ/2)^2)),Real.sqrt_nonneg _⟩ | |
| ∀ (t : ℝ) (ht : t ∈ Ioo δ 1), ∃ (v : SobolevSpace m q) (V : X → ℝ) | |
| (J : Lp ℝ 1 (m.restrict (closedBall p r))), | |
| LipschitzWith (3*L) V ∧ HasCompactSupport V ∧ | |
| (SobolevSpace.toLp m q v =ᵐ[m] V) ∧ | |
| (∀ x, |V x| ≤ 2*r*(L:ℝ)) ∧ | |
| IsCanonicalHeatHessian m q w v p r (radialCutoff p (r/2)) J ∧ | |
| G t = (1/4:ℝ)*(∫ x in closedBall p r, J x ∂π.map | |
| (fun γ => γ (⟨t,(hδ.trans ht.1).le,ht.2.le⟩ : Time)))) ∧ | |
| ∀ a b : ℝ, 0 < a → a ≤ b → b < 1 → | |
| IntervalIntegrable G volume a b ∧ (∫ t in a..b, G t) = deriv F b-deriv F a := by | |
| intro m q H F w C | |
| let S := closedBall p R₀ | |
| let : CompactSpace S := isCompact_iff_compactSpace.mp (isCompact_closedBall p R₀) | |
| have hsupport (t : Time) (ht : ∀ᵐ x ∂π.map (fun γ => γ t), dist x p ≤ R₀) : | |
| ∀ᵐ x ∂π.map (fun γ => γ t), x ∈ S := by | |
| simpa only [S,mem_closedBall] using ht | |
| obtain ⟨μ,ρ₀,B₀,hprob₀,hμ,hm₀,hp₀,hC₀,hd₀⟩ := | |
| dominated_supported_probability_law m (π.map (fun γ => γ 0)) S measurableSet_closedBall | |
| (hsupport 0 hs₀) hB (hcomp 0) | |
| obtain ⟨ν,ρ₁,B₁,hprob₁,hν,hm₁,hp₁,hC₁,hd₁⟩ := | |
| dominated_supported_probability_law m (π.map (fun γ => γ 1)) S measurableSet_closedBall | |
| (hsupport 1 hs₁) hB (hcomp 1) | |
| let := hprob₀ | |
| let := hprob₁ | |
| obtain ⟨a₀⟩ := nonempty_of_isProbabilityMeasure μ | |
| obtain ⟨b₀⟩ := nonempty_of_isProbabilityMeasure ν | |
| let R := max 1 r | |
| have hR : 1 ≤ R := le_max_left _ _ | |
| have hS₀ (y : S) : dist p y ≤ R₀ := by | |
| simpa only [S,mem_closedBall,dist_comm] using y.property | |
| have hS (y : S) : dist p y ≤ R := (hS₀ y).trans | |
| ((by linarith : R₀ ≤ r).trans (le_max_right _ _)) | |
| have he1 (k : ℕ) : heatStep k ≤ 1 := by | |
| unfold heatStep | |
| exact pow_le_one₀ (by norm_num) (by norm_num) | |
| obtain ⟨D⟩ := hX.exists_compact_heat_scaling_data hn p hK a₀ b₀ μ ν | |
| ρ₀ ρ₁ hm₀ hm₁ hp₀ hp₁ hC₀ hC₁ hd₀ hd₁ heatStep heatStep_pos he1 heatStep_tendsto | |
| (zero_le_one.trans hR) hS hS | |
| obtain ⟨π',j,B',_A,hj,hB',hg',hop',_hlen,hcomp',_hfor,_hback,hweak,_hcal⟩ := | |
| D.exists_actual_heat_limit_plan a₀ b₀ hK he1 heatStep_tendsto | |
| ρ₀ ρ₁ hm₀ hm₁ hp₀ hp₁ hC₀ hC₁ hd₀ hd₁ hR hS hS | |
| have hop : IsOptimalCoupling (μ.map Subtype.val) (ν.map Subtype.val) | |
| (π.map (fun γ => (γ 0,γ 1))) := by rw [hμ,hν]; exact hopt | |
| have heq : π=(π' : Measure C(Time,X)) := | |
| hX.compressed_plan_unique_finite hn p hR₀ π π' hgeo hg' hop hop' hB hB' hcomp hcomp' | |
| (hμ.symm ▸ hs₀) (hν.symm ▸ hs₁) | |
| let Q₀ (t : Ioo (0:ℝ) 1) : ProbabilityMeasure X := | |
| ⟨π.map (fun γ => γ (⟨t,t.property.1.le,t.property.2.le⟩ : Time)), | |
| inferInstance⟩ | |
| have hQ (t : Ioo (0:ℝ) 1) : | |
| Tendsto (fun k => D.interpolationLaw (D.index (j k)) t) atTop (𝓝 (Q₀ t)) := by | |
| have hqt : Q₀ t=π'.map (fun γ => γ (⟨t,t.property.1.le,t.property.2.le⟩ : Time)) := by | |
| apply ProbabilityMeasure.toMeasure_injective | |
| exact congrArg (fun ρ : Measure C(Time,X) => ρ.map | |
| (fun γ => γ (⟨t,t.property.1.le,t.property.2.le⟩ : Time))) heq | |
| rw [hqt] | |
| exact (hweak t).1 | |
| have hbound := optimal_geodesic_plan_bounded (π.map (fun γ => γ 0)) | |
| (π.map (fun γ => γ 1)) π hgeo hopt p hR₀ hs₀ hs₁ | |
| have hstay (t : Ioo (0:ℝ) 1) : ∀ᵐ x ∂(Q₀ t : Measure X), x∈closedBall p (r/2) := by | |
| apply (ae_map_iff (measurable_path_eval _).aemeasurable measurableSet_closedBall).mpr | |
| filter_upwards [hbound] with γ hγ | |
| exact (hγ.2 _).trans (by linarith) | |
| obtain ⟨G,hder,hLip,hident,hint⟩ := D.centered_limit_mean_second_variation_uniform p₀ | |
| a₀ b₀ hK he1 heatStep_tendsto ρ₀ ρ₁ hm₀ hm₁ hp₀ hp₁ hC₀ hC₁ hd₀ hd₁ hR hS hS | |
| j hj Q₀ hQ hr ((le_max_right 1 r).trans (by linarith)) hstay hR₀ hS₀ f A hf hs | |
| refine ⟨G,hder,hLip,?_,hint⟩ | |
| intro δ hδ L t ht | |
| obtain ⟨v,V,J,hV,hVc,hv,hVb,_hloc,hcan,hGi⟩ := hident δ hδ t ht | |
| exact ⟨v,V,J,hV,hVc,hv,hVb,hcan,hGi⟩ | |
| end RegularPointCoordinates.NoncollapsedRCD | |
| end | |
| end OAI | |