openAI-math-dataset / lean /OAI /Geometry /ProjectionBody /HyperplaneJacobian.lean
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Add lean source and binary files (part 71)
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import Mathlib.Analysis.InnerProductSpace.NormDet
import Mathlib.LinearAlgebra.Matrix.SchurComplement
import Mathlib.Tactic.Linarith
import Mathlib.Tactic.Ring
namespace OAI
open scoped RealInnerProductSpace
namespace ProjectionCounterexample
noncomputable section
variable {V : Type*} [NormedAddCommGroup V] [InnerProductSpace ℝ V]
[FiniteDimensional ℝ V]
abbrev perpendicularTo (v : V) : Submodule ℝ V := (ℝ ∙ v)ᗮ
/-- Restrict the actual orthogonal projection to the source tangent hyperplane. -/
def hyperplaneProjection (n u : V) : perpendicularTo n →ₗ[ℝ] V :=
(perpendicularTo u).starProjection.toLinearMap.comp (perpendicularTo n).subtype
theorem perpendicularTo_finrank {n : V} (hn : ‖n‖ = 1) :
Module.finrank ℝ (perpendicularTo n) = Module.finrank ℝ V - 1 := by
have hn0 : n ≠ 0 := by
intro h
rw [h, norm_zero] at hn
exact zero_ne_one hn
have h := (ℝ ∙ n).finrank_add_finrank_orthogonal
have h' := congrArg (fun k : ℕ => k - 1) h
simpa only [finrank_span_singleton hn0, Nat.add_sub_cancel_left] using h'
omit [FiniteDimensional ℝ V] in
theorem perpendicularTo_projection_apply {u : V} (hu : ‖u‖ = 1) (x : V) :
(perpendicularTo u).starProjection x = x - ⟪u, x⟫ • u := by
rw [Submodule.starProjection_orthogonal_val,
Submodule.starProjection_unit_singleton ℝ hu]
omit [FiniteDimensional ℝ V] in
theorem inner_perpendicularTo_projection {u : V} (hu : ‖u‖ = 1) (x y : V) :
⟪(perpendicularTo u).starProjection x, (perpendicularTo u).starProjection y⟫ =
⟪x, y⟫ - ⟪u, x⟫ * ⟪u, y⟫ := by
rw [perpendicularTo_projection_apply hu, perpendicularTo_projection_apply hu]
simp only [inner_sub_left, inner_sub_right, real_inner_smul_left,
real_inner_smul_right, real_inner_self_eq_norm_sq, hu, one_pow, mul_one]
rw [real_inner_comm x u]
ring
/-- The projected facet's area factor is the absolute inner product of unit normals. -/
theorem hyperplaneProjection_normDet {n u : V} (hn : ‖n‖ = 1) (hu : ‖u‖ = 1) :
(hyperplaneProjection n u).normDet = |⟪n, u⟫| := by
classical
let b := stdOrthonormalBasis ℝ (perpendicularTo n)
let a : Fin (Module.finrank ℝ (perpendicularTo n)) → ℝ :=
fun i => ⟪u, (b i : V)⟫
let f := hyperplaneProjection n u
have hGram : Matrix.gram ℝ (fun i => f (b i)) =
1 + Matrix.replicateCol Unit (-a) * Matrix.replicateRow Unit a := by
ext i j
rw [Matrix.gram_apply]
change ⟪(perpendicularTo u).starProjection (b i : V),
(perpendicularTo u).starProjection (b j : V)⟫ = _
rw [inner_perpendicularTo_projection hu]
have hbij : ⟪(b i : V), (b j : V)⟫ = if i = j then 1 else 0 :=
b.inner_eq_ite i j
rw [hbij]
simp [Matrix.add_apply, Matrix.one_apply, Matrix.mul_apply,
Matrix.replicateCol_apply, Matrix.replicateRow_apply, a, sub_eq_add_neg]
have hparseval : ∑ i, (a i) ^ 2 =
‖(perpendicularTo n).orthogonalProjectionOnto u‖ ^ 2 := by
calc
∑ i, (a i) ^ 2 =
∑ i, ⟪b i, (perpendicularTo n).orthogonalProjectionOnto u⟫ ^ 2 := by
apply Finset.sum_congr rfl
intro i _
congr 1
rw [Submodule.inner_orthogonalProjectionOnto_eq_of_mem_left]
exact real_inner_comm _ _
_ = ‖(perpendicularTo n).orthogonalProjectionOnto u‖ ^ 2 :=
b.sum_sq_inner_right _
have hnormal : ‖(ℝ ∙ n).starProjection u‖ ^ 2 = ⟪n, u⟫ ^ 2 := by
rw [Submodule.starProjection_unit_singleton ℝ hn]
simp [norm_smul, hn, Real.norm_eq_abs, sq_abs]
have hsum : ∑ i, (a i) ^ 2 = 1 - ⟪n, u⟫ ^ 2 := by
have hp := Submodule.norm_sq_eq_add_norm_sq_starProjection u (ℝ ∙ n)
rw [hu, one_pow, hnormal] at hp
change 1 = ⟪n, u⟫ ^ 2 + ‖(perpendicularTo n).orthogonalProjectionOnto u‖ ^ 2 at hp
rw [← hparseval] at hp
linarith
have hsquare : f.normDet ^ 2 = ⟪n, u⟫ ^ 2 := by
calc
f.normDet ^ 2 = (Matrix.gram ℝ (fun i => f (b i))).det :=
f.normDet_sq_eq_det_gram b
_ = 1 + a ⬝ᵥ (-a) := by
rw [hGram, Matrix.det_one_add_replicateCol_mul_replicateRow]
_ = 1 - ∑ i, (a i) ^ 2 := by
simp [dotProduct, pow_two, Finset.sum_neg_distrib, sub_eq_add_neg]
_ = ⟪n, u⟫ ^ 2 := by rw [hsum]; ring
apply (sq_eq_sq₀ f.normDet_nonneg (abs_nonneg _)).mp
simpa using hsquare
/-- The same area factor for any linear chart into the source tangent hyperplane.
The chart may be singular; the norm determinant identity handles that case as well. -/
theorem normDet_project_comp {U : Type*} [NormedAddCommGroup U] [InnerProductSpace ℝ U]
[FiniteDimensional ℝ U] (L : U →ₗ[ℝ] V) {n u : V}
(hn : ‖n‖ = 1) (hu : ‖u‖ = 1)
(hmem : ∀ x, ⟪n, L x⟫ = 0)
(hrank : Module.finrank ℝ U = Module.finrank ℝ V - 1) :
((perpendicularTo u).starProjection.toLinearMap.comp L).normDet =
|⟪n, u⟫| * L.normDet := by
let L' : U →ₗ[ℝ] perpendicularTo n := L.codRestrict (perpendicularTo n)
(fun x => Submodule.mem_orthogonal_singleton_iff_inner_right.mpr (hmem x))
have hdim : Module.finrank ℝ U = Module.finrank ℝ (perpendicularTo n) :=
hrank.trans (perpendicularTo_finrank hn).symm
have hL : L'.normDet = L.normDet := by
dsimp only [L']
exact LinearMap.normDet_codRestrict
(fun x => Submodule.mem_orthogonal_singleton_iff_inner_right.mpr (hmem x))
calc
((perpendicularTo u).starProjection.toLinearMap.comp L).normDet =
((hyperplaneProjection n u).comp L').normDet := rfl
_ = (hyperplaneProjection n u).normDet * L'.normDet :=
LinearMap.normDet_comp_of_finrank_eq L' (hyperplaneProjection n u) hdim
_ = |⟪n, u⟫| * L.normDet := by rw [hyperplaneProjection_normDet hn hu, hL]
open MeasureTheory Measure in
theorem hyperplaneProjection_measure_image [MeasurableSpace V] [BorelSpace V]
{n u : V} (hn : ‖n‖ = 1) (hu : ‖u‖ = 1) (s : Set (perpendicularTo n)) :
μHE[Module.finrank ℝ (perpendicularTo n)] (hyperplaneProjection n u '' s) =
ENNReal.ofReal |⟪n, u⟫| * volume s := by
rw [(hyperplaneProjection n u).euclideanHausdorffMeasure_image_eq_normDet_mul_volume,
hyperplaneProjection_normDet hn hu]
open MeasureTheory Measure in
theorem hyperplaneProjection_measure_translated [MeasurableSpace V] [BorelSpace V]
{n u : V} (hn : ‖n‖ = 1) (hu : ‖u‖ = 1) (c : V)
(s : Set (perpendicularTo n)) :
μHE[Module.finrank ℝ (perpendicularTo n)]
((perpendicularTo u).starProjection '' ((fun x : perpendicularTo n => c + (x : V)) '' s)) =
ENNReal.ofReal |⟪n, u⟫| *
μHE[Module.finrank ℝ (perpendicularTo n)] ((fun x : perpendicularTo n => c + (x : V)) '' s) := by
have hshift : Isometry (fun x : perpendicularTo n => c + (x : V)) :=
(isometry_add_left c).comp isometry_subtype_coe
have himage :
(perpendicularTo u).starProjection '' ((fun x : perpendicularTo n => c + (x : V)) '' s) =
(fun y : V => (perpendicularTo u).starProjection c + y) ''
(hyperplaneProjection n u '' s) := by
rw [Set.image_image, Set.image_image]
congr 1
funext x
exact map_add (perpendicularTo u).starProjection c (x : V)
rw [himage, (isometry_add_left _).euclideanHausdorffMeasure_image,
hyperplaneProjection_measure_image hn hu, hshift.euclideanHausdorffMeasure_image,
InnerProductSpace.euclideanHausdorffMeasure_eq_volume]
end
end ProjectionCounterexample
end OAI