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| import Mathlib | |
| import OAI.Analysis.HardSphere.Geometry.KilledEigenvector | |
| import OAI.Analysis.HardSphere.Geometry.GroundPositionLaw | |
| import OAI.Analysis.HardSphere.Cutoffs.Regularize | |
| namespace OAI | |
| section | |
| section | |
| noncomputable section | |
| open MeasureTheory Filter Set | |
| open scoped Topology ENNReal BigOperators | |
| open scoped RealInnerProductSpace | |
| namespace HardSphere | |
| open MeasureTheory Wiener Set Filter | |
| open scoped ComplexConjugate | |
| noncomputable section | |
| variable {N : ℕ} {L : Length} {a t : ℝ} | |
| lemma integrable_norm_endpoints (N : ℕ) (L : Length) (a t : ℝ) | |
| (f g : ScalarL2 N L) (s v : Time) : | |
| Integrable (fun ω : ConfigurationPath N L ↦ ‖f (ω s)‖*‖g (ω v)‖) | |
| (killedPathLaw N L a t) := by | |
| exact (((Lp.memLp f).comp_measurePreserving (freePathLaw_marginal N L t s)).norm.integrable_mul | |
| ((Lp.memLp g).comp_measurePreserving (freePathLaw_marginal N L t v)).norm).restrict | |
| lemma modulus_killed_pairing (f g : ScalarL2 N L) : | |
| inner ℂ (modulusScalar f) (killedTransition N L a t (modulusScalar g)) = | |
| ((∫ ω : ConfigurationPath N L, ‖f (ω 0)‖*‖g (ω 1)‖ ∂killedPathLaw N L a t):ℝ) := by | |
| rw [killedTransition_pairing,← integral_complex_ofReal] | |
| apply integral_congr_ae | |
| filter_upwards [((freePathLaw_marginal N L t 0).quasiMeasurePreserving.ae_eq_comp | |
| (coe_modulusScalar f)).filter_mono (ae_mono Measure.restrict_le_self), | |
| ((freePathLaw_marginal N L t 1).quasiMeasurePreserving.ae_eq_comp | |
| (coe_modulusScalar g)).filter_mono (ae_mono Measure.restrict_le_self)] with ω hf hg | |
| dsimp only [Function.comp_def] at hf hg | |
| rw [hf,hg,Complex.conj_ofReal,Complex.ofReal_mul] | |
| lemma IsGroundVector.integral_norm_endpoints {u : Jet N L} (hu : IsGroundVector N L a u) | |
| (ht : 0 ≤ t) : | |
| (∫ ω : ConfigurationPath N L, ‖u.1 (ω 0)‖*‖u.1 (ω 1)‖ ∂killedPathLaw N L a t)= | |
| Real.exp (-t*energy u) := by | |
| apply Complex.ofReal_injective | |
| rw [← modulus_killed_pairing,show modulusScalar u.1=(modulusJet u).1 from rfl, | |
| hu.modulus.killed_eigenvector ht,inner_smul_right,inner_self_eq_norm_sq_to_K, | |
| hu.modulus.2.2.1,RCLike.ofReal_one,one_pow,mul_one,hu.energy_modulus] | |
| def groundPathWeight (u : Jet N L) (t : ℝ) (ω : ConfigurationPath N L) : ℝ := | |
| Real.exp (t*energy u)*(‖u.1 (ω 0)‖*‖u.1 (ω 1)‖) | |
| def groundPathLaw (N : ℕ) (L : Length) (a t : ℝ) (u : Jet N L) : | |
| Measure (ConfigurationPath N L) := | |
| (killedPathLaw N L a t).withDensity (fun ω ↦ ENNReal.ofReal (groundPathWeight u t ω)) | |
| lemma groundPathWeight_measurable (u : Jet N L) (t : ℝ) : Measurable (groundPathWeight u t) := by | |
| exact measurable_const.mul (((Lp.stronglyMeasurable u.1).measurable.comp | |
| (continuous_eval_const (0:Time)).measurable).norm.mul | |
| (((Lp.stronglyMeasurable u.1).measurable.comp (continuous_eval_const (1:Time)).measurable).norm)) | |
| lemma groundPathWeight_nonneg (u : Jet N L) (t : ℝ) (ω : ConfigurationPath N L) : | |
| 0 ≤ groundPathWeight u t ω := by | |
| unfold groundPathWeight | |
| positivity | |
| lemma groundPathWeight_integrable (u : Jet N L) (a t : ℝ) : | |
| Integrable (groundPathWeight u t) (killedPathLaw N L a t) := | |
| (integrable_norm_endpoints N L a t u.1 u.1 0 1).const_mul _ | |
| lemma IsGroundVector.integral_groundPathWeight {u : Jet N L} (hu : IsGroundVector N L a u) | |
| (ht : 0 ≤ t) : ∫ ω, groundPathWeight u t ω ∂killedPathLaw N L a t=1 := by | |
| simp only [groundPathWeight,integral_const_mul] | |
| rw [hu.integral_norm_endpoints ht,← Real.exp_add, | |
| show t*energy u+ -t*energy u=0 by ring,Real.exp_zero] | |
| lemma IsGroundVector.groundPathLaw_probability {u : Jet N L} (hu : IsGroundVector N L a u) | |
| (ht : 0 ≤ t) : IsProbabilityMeasure (groundPathLaw N L a t u) := by | |
| constructor | |
| rw [groundPathLaw,withDensity_apply _ MeasurableSet.univ,setLIntegral_univ, | |
| ← ofReal_integral_eq_lintegral_ofReal (groundPathWeight_integrable u a t) | |
| (Eventually.of_forall (groundPathWeight_nonneg u t)),hu.integral_groundPathWeight ht, | |
| ENNReal.ofReal_one] | |
| end | |
| end HardSphere | |
| namespace HardSphere | |
| open MeasureTheory Wiener Set Filter | |
| open scoped ComplexConjugate | |
| noncomputable section | |
| variable {N : ℕ} {L : Length} {a t : ℝ} | |
| lemma IsGroundVector.integral_complex_endpoints {u : Jet N L} (hu : IsGroundVector N L a u) | |
| (ht : 0 ≤ t) : | |
| (∫ ω : ConfigurationPath N L, conj (u.1 (ω 0))*u.1 (ω 1) ∂killedPathLaw N L a t)= | |
| (Real.exp (-t*energy u):ℂ) := by | |
| rw [← killedTransition_pairing,hu.killed_eigenvector ht,inner_smul_right, | |
| inner_self_eq_norm_sq_to_K,hu.2.2.1,RCLike.ofReal_one,one_pow,mul_one] | |
| lemma IsGroundVector.ae_killed_endpoints_phase {u : Jet N L} (hu : IsGroundVector N L a u) | |
| (ht : 0 ≤ t) : | |
| ∀ᵐ ω ∂killedPathLaw N L a t, | |
| conj (u.1 (ω 0))*u.1 (ω 1)=(‖u.1 (ω 0)‖*‖u.1 (ω 1)‖:ℝ) := by | |
| let z : ConfigurationPath N L → ℂ := fun ω ↦ conj (u.1 (ω 0))*u.1 (ω 1) | |
| let M : ConfigurationPath N L → ℝ := fun ω ↦ ‖u.1 (ω 0)‖*‖u.1 (ω 1)‖ | |
| have hiz : Integrable z (killedPathLaw N L a t) := integrable_killed_endpoints N L a t u.1 u.1 0 1 | |
| have hiM : Integrable M (killedPathLaw N L a t) := integrable_norm_endpoints N L a t u.1 u.1 0 1 | |
| have hn (ω : ConfigurationPath N L) : ‖z ω‖=M ω := by | |
| simp only [z,M,norm_mul,RCLike.norm_conj] | |
| have hnn : ∀ᵐ ω ∂killedPathLaw N L a t, 0 ≤ M ω-(z ω).re := | |
| Eventually.of_forall fun ω ↦ sub_nonneg.mpr ((Complex.re_le_norm _).trans_eq (hn ω)) | |
| have hr : (∫ ω, (z ω).re ∂killedPathLaw N L a t)=Real.exp (-t*energy u) := by | |
| calc | |
| _ = (∫ ω, z ω ∂killedPathLaw N L a t).re := Complex.reCLM.integral_comp_comm hiz | |
| _ = _ := congrArg Complex.re (hu.integral_complex_endpoints ht) | |
| have hire : Integrable (fun ω ↦ (z ω).re) (killedPathLaw N L a t) := | |
| Complex.reCLM.integrable_comp hiz | |
| have hh : ∫ ω, (M ω-(z ω).re) ∂killedPathLaw N L a t=0 := by | |
| rw [integral_sub hiM hire,hr,hu.integral_norm_endpoints ht,sub_self] | |
| have hae := (integral_eq_zero_iff_of_nonneg_ae hnn (hiM.sub hire)).mp hh | |
| filter_upwards [hae] with ω hω | |
| have he : (z ω).re=M ω := (sub_eq_zero.mp hω).symm | |
| have him : (z ω).im=0 := Complex.abs_re_eq_norm.mp (by | |
| rw [he,abs_of_nonneg (by dsimp only [M]; positivity),hn]) | |
| change z ω=(M ω:ℂ) | |
| apply Complex.ext | |
| · exact he | |
| · exact him | |
| end | |
| end HardSphere | |
| namespace HardSphere | |
| open MeasureTheory Wiener Set Filter | |
| open scoped ComplexConjugate | |
| noncomputable section | |
| lemma measurePreserving_weighted_invariant {α : Type*} [MeasurableSpace α] | |
| {μ : Measure α} {R : α → α} (hR : MeasurePreserving R μ μ) | |
| (w : α → ℝ≥0∞) (hw : Measurable w) (hi : ∀ x, w (R x)=w x) : | |
| MeasurePreserving R (μ.withDensity w) (μ.withDensity w) := by | |
| refine ⟨hR.measurable,Measure.ext fun S hS ↦ ?_⟩ | |
| rw [Measure.map_apply hR.measurable hS,withDensity_apply _ (hS.preimage hR.measurable), | |
| withDensity_apply _ hS,← lintegral_indicator (hS.preimage hR.measurable), | |
| ← lintegral_indicator hS] | |
| calc | |
| _ = ∫⁻ x, (S.indicator w) (R x) ∂μ := by | |
| apply lintegral_congr | |
| intro x | |
| by_cases hx : R x∈S | |
| · simp only [Set.indicator_of_mem hx,Set.indicator_of_mem (show x∈R ⁻¹' S from hx),hi] | |
| · simp only [Set.indicator_of_notMem hx,Set.indicator_of_notMem (show x∉R ⁻¹' S from hx)] | |
| _ = _ := hR.lintegral_comp (hw.indicator hS) | |
| variable {N : ℕ} {L : Length} {a t : ℝ} | |
| lemma groundPathLaw_reversal (u : Jet N L) (a t : ℝ) : | |
| MeasurePreserving (reverseConfigurationPath N L) (groundPathLaw N L a t u) | |
| (groundPathLaw N L a t u) := by | |
| apply measurePreserving_weighted_invariant (reverse_killedPath_preserving N L a t) | |
| _ (groundPathWeight_measurable u t).ennreal_ofReal | |
| intro ω | |
| congr 1 | |
| simp only [groundPathWeight,reverseConfigurationPath_apply,reverseTime_zero,reverseTime_one] | |
| ring | |
| lemma modulus_indicator_pairing (f g : ScalarL2 N L) {S : Set (Configuration N L)} | |
| (hS : MeasurableSet S) : | |
| inner ℂ (((Lp.memLp (modulusScalar f)).indicator hS).toLp (S.indicator (modulusScalar f))) | |
| (killedTransition N L a t (modulusScalar g)) = | |
| ((∫ ω : ConfigurationPath N L in (fun ω ↦ ω 0) ⁻¹' S, | |
| ‖f (ω 0)‖*‖g (ω 1)‖ ∂killedPathLaw N L a t):ℝ) := by | |
| rw [killedTransition_pairing,← integral_complex_ofReal, | |
| ← integral_indicator (hS.preimage (continuous_eval_const (0:Time)).measurable)] | |
| apply integral_congr_ae | |
| have h₁ := ((freePathLaw_marginal N L t 0).quasiMeasurePreserving.ae_eq_comp | |
| ((Lp.memLp (modulusScalar f)).indicator hS).coeFn_toLp).filter_mono (ae_mono (Measure.restrict_le_self (s := staysAllowed N L a))) | |
| have h₂ := ((freePathLaw_marginal N L t 0).quasiMeasurePreserving.ae_eq_comp | |
| (coe_modulusScalar f)).filter_mono (ae_mono (Measure.restrict_le_self (s := staysAllowed N L a))) | |
| have h₃ := ((freePathLaw_marginal N L t 1).quasiMeasurePreserving.ae_eq_comp | |
| (coe_modulusScalar g)).filter_mono (ae_mono (Measure.restrict_le_self (s := staysAllowed N L a))) | |
| filter_upwards [h₁,h₂,h₃] with ω h₁ h₂ h₃ | |
| dsimp only [Function.comp_def] at h₁ h₂ h₃ | |
| rw [h₁] | |
| by_cases hx : ω 0∈S | |
| · simp only [Set.indicator_of_mem hx,Set.indicator_of_mem (show ω∈(fun ω : ConfigurationPath N L ↦ ω 0) ⁻¹' S from hx), | |
| h₂,h₃,Complex.conj_ofReal,Complex.ofReal_mul] | |
| · simp only [Set.indicator_of_notMem hx,Set.indicator_of_notMem (show ω∉(fun ω : ConfigurationPath N L ↦ ω 0) ⁻¹' S from hx), | |
| map_zero,zero_mul] | |
| lemma modulus_indicator_inner (f : ScalarL2 N L) {S : Set (Configuration N L)} | |
| (hS : MeasurableSet S) : | |
| inner ℂ (((Lp.memLp (modulusScalar f)).indicator hS).toLp (S.indicator (modulusScalar f))) | |
| (modulusScalar f) = ((∫ X in S, ‖f X‖^2):ℝ) := by | |
| rw [L2.inner_def,← integral_complex_ofReal,← integral_indicator hS] | |
| apply integral_congr_ae | |
| filter_upwards [((Lp.memLp (modulusScalar f)).indicator hS).coeFn_toLp, | |
| coe_modulusScalar f] with X h₁ h₂ | |
| rw [h₁] | |
| by_cases hx : X∈S | |
| · simp only [Set.indicator_of_mem hx,h₂,RCLike.inner_apply,Complex.conj_ofReal, | |
| pow_two,Complex.ofReal_mul] | |
| · simp only [Set.indicator_of_notMem hx,inner_zero_left] | |
| lemma IsGroundVector.endpoint_norm_setIntegral {u : Jet N L} (hu : IsGroundVector N L a u) | |
| (ht : 0 ≤ t) {S : Set (Configuration N L)} (hS : MeasurableSet S) : | |
| (∫ ω : ConfigurationPath N L in (fun ω ↦ ω 0) ⁻¹' S, | |
| ‖u.1 (ω 0)‖*‖u.1 (ω 1)‖ ∂killedPathLaw N L a t)= | |
| Real.exp (-t*energy u)*(∫ X in S, ‖u.1 X‖^2) := by | |
| apply Complex.ofReal_injective | |
| rw [← modulus_indicator_pairing u.1 u.1 hS, | |
| show modulusScalar u.1=(modulusJet u).1 from rfl,hu.modulus.killed_eigenvector ht, | |
| inner_smul_right,hu.energy_modulus] | |
| change _ * inner ℂ (((Lp.memLp (modulusScalar u.1)).indicator hS).toLp (S.indicator (modulusScalar u.1))) | |
| (modulusScalar u.1) = _ | |
| rw [modulus_indicator_inner u.1 hS,Complex.ofReal_mul] | |
| lemma IsGroundVector.groundPathLaw_initial {u : Jet N L} (hu : IsGroundVector N L a u) | |
| (ht : 0 ≤ t) : | |
| MeasurePreserving (fun ω : ConfigurationPath N L ↦ ω 0) (groundPathLaw N L a t u) | |
| (groundPositionLaw N L u) := by | |
| refine ⟨(continuous_eval_const (0:Time)).measurable,Measure.ext fun S hS ↦ ?_⟩ | |
| rw [Measure.map_apply (continuous_eval_const (0:Time)).measurable hS, | |
| groundPathLaw,groundPositionLaw, | |
| withDensity_apply _ (hS.preimage (continuous_eval_const (0:Time)).measurable), | |
| withDensity_apply _ hS, | |
| ← ofReal_integral_eq_lintegral_ofReal (groundPathWeight_integrable u a t).integrableOn | |
| (Eventually.of_forall (groundPathWeight_nonneg u t)), | |
| ← ofReal_integral_eq_lintegral_ofReal | |
| ((Lp.memLp u.1).integrable_norm_pow (by norm_num : (2:ℕ)≠0)).integrableOn | |
| (Eventually.of_forall fun X ↦ sq_nonneg ‖u.1 X‖)] | |
| congr 1 | |
| simp only [groundPathWeight,integral_const_mul] | |
| rw [hu.endpoint_norm_setIntegral ht hS,← mul_assoc,← Real.exp_add, | |
| show t*energy u+ -t*energy u=0 by ring,Real.exp_zero,one_mul] | |
| lemma IsGroundVector.groundPathLaw_terminal {u : Jet N L} (hu : IsGroundVector N L a u) | |
| (ht : 0 ≤ t) : | |
| MeasurePreserving (fun ω : ConfigurationPath N L ↦ ω 1) (groundPathLaw N L a t u) | |
| (groundPositionLaw N L u) := by | |
| simpa only [Function.comp_def,reverseConfigurationPath_apply,reverseTime_zero] using | |
| (hu.groundPathLaw_initial ht).comp (groundPathLaw_reversal u a t) | |
| end | |
| end HardSphere | |
| end | |
| end | |
| end | |
| end OAI | |