openAI-math-dataset / lean /OAI /Analysis /HenonEmden /IntegratedRecovery.lean
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import OAI.Analysis.HenonEmden.WeightedEnergy
namespace OAI
section IntegratedRecovery
open MeasureTheory Set Metric
open scoped ENNReal
noncomputable section
namespace HenonLaneEmden.SpatialComponents
open Cutoff AdaptiveCap LayerTonelli
lemma lintegral_weight_layer {n : ℕ} {u : Space n → ℝ} {q B : ℝ}
(hu : Measurable u) (hu0 : ∀ x, 0 ≤ u x) (hf : Measurable (source u q B))
{χ : Space n → ℝ} (hχ : Measurable χ) (_hχ0 : ∀ x, 0 ≤ χ x) :
(∫⁻ z, ENNReal.ofReal (χ z.1*u z.1) ∂layerMeasure volume (source u q B)) =
weightedEnergyN χ u q B := by
rw [lintegral_layerMeasure_fst volume hf (F := fun x => ENNReal.ofReal (χ x*u x)) (by fun_prop)]
apply lintegral_congr
intro x
rw [← ENNReal.ofReal_mul (source_nonneg hu0 q B x)]
congr 1
ring
lemma lintegral_pressure_root {n : ℕ} {u : Space n → ℝ} {q B : ℝ}
(hu : Measurable u) (hup : ∀ x, 0 < u x) (hq : 0 < q) (hf : Measurable (source u q B))
{χ : Space n → ℝ} (hχ : Measurable χ) (hχ0 : ∀ x, 0 ≤ χ x) :
(∫⁻ z, ENNReal.ofReal (χ z.1*(u z.1-sourceRoot q B z)) ∂layerMeasure volume (source u q B)) =
ENNReal.ofReal (1/(q+1))*weightedEnergyN χ u q B := by
rw [lintegral_layerMeasure volume hf (by fun_prop)]
simp_rw [ENNReal.ofReal_mul (hχ0 _)]
have he (x : Space n) : (∫⁻ t in Ioo 0 (source u q B x), ENNReal.ofReal (χ x)*
ENNReal.ofReal (u x-sourceRoot q B (x,t))) =
ENNReal.ofReal (1/(q+1))*ENNReal.ofReal (χ x*source u q B x*u x) := by
rw [lintegral_const_mul _ (by fun_prop),lintegral_source_residual hup hq,
← ENNReal.ofReal_mul (hχ0 x),← ENNReal.ofReal_mul (one_div_nonneg.mpr (by linarith : 0 ≤ q+1))]
congr 1
ring
simp_rw [he]
exact lintegral_const_mul _ (by fun_prop)
lemma IsSolution_endpointIntegral_bound {n : ℕ} (hn : 2 ≤ n) {p q A B κ δ : ℝ}
{u v : Space n → ℝ} (h : IsSolution n p q A B u v) (hq : 0 < q)
(hκ : 0 < κ) (hκ1 : κ ≤ 1) (hδ : 0 ≤ δ) (e : sphere (0:Space n) 1) :
endpointIntegral u (source u q B) κ δ e ≤
ENNReal.ofReal (1+endpointConstant q B*δ)*weightedEnergyN (weight volume κ e) u q B := by
have : Nontrivial (Space n) := Module.nontrivial_of_finrank_pos (R := ℝ) (by simp; omega)
have huM := h.continuous_u.measurable
have hfM := measurable_source h.continuous_u q B
have hm := (continuous_weight volume hκ hκ1 e).measurable
have hd : Measurable (d : Space n → ℝ) := continuous_d.measurable
have hc := endpointConstant_nonneg q B
have hpoint (z : Space n × ℝ) (hz : z ∈ sourceSubgraph (source u q B)) :
lineWeight volume (source u q B) κ δ (e,z)*endpointAverage u (source u q B) (e,z) ≤
(1+endpointConstant q B*δ)*(weight volume κ e z.1*u z.1) := by
have hχ := lineWeight_nonneg volume (source u q B) κ δ (e,z)
have hh := weight_nonneg volume κ e z.1
have hu0 := (h.positive_u z.1).le
by_cases hpos : 0 < lineWeight volume (source u q B) κ δ (e,z)
· have he := (abs_le.mp (source_endpoint_error (by omega) h.regular_u h.positive_u hq hκ hκ1 hδ hpos)).2
have hr := (sourceRoot_bounds h.positive_u hq hz).2
change sourceRoot q B z ≤ u z.1 at hr
have hε : endpointConstant q B*δ*d z.1*u z.1 ≤ endpointConstant q B*δ*u z.1 := by
exact mul_le_mul_of_nonneg_right (mul_le_mul_of_nonneg_left (d_le_one z.1) (mul_nonneg hc hδ)) hu0 |>.trans_eq (by ring)
have hle : endpointAverage u (source u q B) (e,z) ≤ (1+endpointConstant q B*δ)*u z.1 := by
change endpointAverage u (source u q B) (e,z)-sourceRoot q B z ≤ _ at he
nlinarith
calc
_ ≤ lineWeight volume (source u q B) κ δ (e,z)*((1+endpointConstant q B*δ)*u z.1) :=
mul_le_mul_of_nonneg_left hle hχ
_ ≤ weight volume κ e z.1*((1+endpointConstant q B*δ)*u z.1) :=
mul_le_mul_of_nonneg_right (lineWeight_le volume _ _ _ _) (by positivity)
_ = _ := by ring
· rw [le_antisymm (not_lt.mp hpos) hχ,zero_mul]
positivity
calc
_ ≤ ∫⁻ z, ENNReal.ofReal ((1+endpointConstant q B*δ)*(weight volume κ e z.1*u z.1))
∂layerMeasure volume (source u q B) := by
apply lintegral_mono_ae
filter_upwards [ae_restrict_mem (measurableSet_sourceSubgraph hfM)] with z hz
exact ENNReal.ofReal_le_ofReal (hpoint z hz)
_ = _ := by
simp_rw [ENNReal.ofReal_mul (show 0 ≤ 1+endpointConstant q B*δ by positivity)]
rw [lintegral_const_mul _ (by fun_prop),lintegral_weight_layer h.continuous_u.measurable
(fun x => (h.positive_u x).le) hfM hm (weight_nonneg volume κ e)]
lemma IsSolution_endpointIntegral_finite {n : ℕ} (hn : 2 ≤ n) {p q A B κ δ : ℝ}
{u v : Space n → ℝ} (h : IsSolution n p q A B u v) (hq : 0 < q)
(hκ : 0 < κ) (hκ1 : κ ≤ 1) (hδ : 0 ≤ δ) (e : sphere (0:Space n) 1) :
endpointIntegral u (source u q B) κ δ e ≠ ⊤ := by
have : Nontrivial (Space n) := Module.nontrivial_of_finrank_pos (R := ℝ) (by simp; omega)
exact ne_top_of_le_ne_top (ENNReal.mul_ne_top ENNReal.ofReal_ne_top
(h.weightedEnergyN_finite hn (continuous_weight volume hκ hκ1 e) (compactSupport_weight κ e)))
(IsSolution_endpointIntegral_bound hn h hq hκ hκ1 hδ e)
lemma IsSolution_integrated_pressure_recovery {n : ℕ} (hn : 2 ≤ n) {p q A B κ δ : ℝ}
{u v : Space n → ℝ} (h : IsSolution n p q A B u v) (hq : 0 < q)
(hκ : 0 < κ) (hκ1 : κ ≤ 1) (hδ : 0 ≤ δ) (e : sphere (0:Space n) 1) :
ENNReal.ofReal (1/(q+1))*weightedEnergyN (weight volume κ e) u q B+
endpointIntegral u (source u q B) κ δ e ≤
positionIntegral u (source u q B) κ δ e+lossIntegral u (source u q B) κ δ e+
ENNReal.ofReal (endpointConstant q B*δ)*weightedEnergyN (fun x => d x*weight volume κ e x) u q B := by
have : Nontrivial (Space n) := Module.nontrivial_of_finrank_pos (R := ℝ) (by simp; omega)
have huM := h.continuous_u.measurable
have hfM := measurable_source h.continuous_u q B
have hf := isOpen_source_subgraph h.regular_u h.positive_u q B
have hm := (continuous_weight volume hκ hκ1 e).measurable
have hmχ : Measurable (fun z : Space n × ℝ => lineWeight volume (source u q B) κ δ (e,z)) :=
(measurable_lineWeight volume hf hκ hκ1 δ).comp (measurable_const.prodMk measurable_id)
have hlo := measurable_lowerPoint hf
have hhi := measurable_upperPoint hf
have hd : Measurable (d : Space n → ℝ) := continuous_d.measurable
have hc := endpointConstant_nonneg q B
have hrec := lintegral_mono_ae (μ := layerMeasure volume (source u q B)) (show ∀ᵐ z ∂layerMeasure volume (source u q B),
ENNReal.ofReal (weight volume κ e z.1*(u z.1-sourceRoot q B z))+
ENNReal.ofReal (lineWeight volume (source u q B) κ δ (e,z)*endpointAverage u (source u q B) (e,z)) ≤
ENNReal.ofReal (lineWeight volume (source u q B) κ δ (e,z)*u z.1)+
ENNReal.ofReal ((weight volume κ e z.1-lineWeight volume (source u q B) κ δ (e,z))*u z.1)+
ENNReal.ofReal (endpointConstant q B*δ*d z.1*weight volume κ e z.1*u z.1) from by
filter_upwards [ae_restrict_mem (measurableSet_sourceSubgraph hfM)] with z hz
exact source_pressure_recovery_pointwise (by omega) h.regular_u h.positive_u hq hκ hκ1 hδ e hz)
rw [lintegral_add_left (by fun_prop),lintegral_add_left (by fun_prop),lintegral_add_left (by fun_prop),
lintegral_pressure_root huM h.positive_u hq hfM hm (weight_nonneg volume κ e)] at hrec
change _ ≤ positionIntegral u (source u q B) κ δ e+lossIntegral u (source u q B) κ δ e+_ at hrec
convert hrec using 1
congr 1
have he (z : Space n × ℝ) : ENNReal.ofReal (endpointConstant q B*δ*d z.1*weight volume κ e z.1*u z.1) =
ENNReal.ofReal (endpointConstant q B*δ)*ENNReal.ofReal ((d z.1*weight volume κ e z.1)*u z.1) := by
rw [← ENNReal.ofReal_mul (mul_nonneg hc hδ)]; congr 1; ring
simp_rw [he]
rw [lintegral_const_mul _ (by fun_prop),
lintegral_weight_layer huM (fun x => (h.positive_u x).le) hfM (by fun_prop)
(fun x => mul_nonneg (d_nonneg x) (weight_nonneg volume κ e x))]
end HenonLaneEmden.SpatialComponents
end
end IntegratedRecovery
end OAI