openAI-math-dataset / lean /OAI /Analysis /HardSphere /Geometry /GroundPathWeight.lean
roseking's picture
Add lean source and binary files (part 18)
67aee1d verified
Raw History Blame Contribute Delete
12.5 kB
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