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import OAI.Dynamics.SmoothObstruction.GreenOperator
import OAI.Dynamics.SmoothObstruction.ExteriorPowers
namespace OAI
section
namespace SmoothObstruction.EuclideanSplitting
open Set Matrix ExteriorStability
open scoped Matrix.Norms.L2Operator
variable {d : ℕ}
lemma rate_eigen (lam : Fin d → ℝ) (l : ℝ) (j : Fin d) :
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam l) (EuclideanSpace.basisFun (Fin d) ℝ j)=
Real.exp (l*lam j) • EuclideanSpace.basisFun (Fin d) ℝ j := by
ext i
change ((rate lam l)*ᵥ (EuclideanSpace.basisFun (Fin d) ℝ j)) i=_
simp only [rate,Matrix.mulVec_diagonal,EuclideanSpace.basisFun_apply,
PiLp.single_apply,PiLp.smul_apply,smul_eq_mul]
by_cases hi : i=j
· subst i; simp
· simp [hi]
lemma selected_sum {p : ℕ} (s : powersetCard (Fin d) p) (lam : Fin d → ℝ) :
(∑ i : Fin p,lam (powersetCard.ofFinEmbEquiv.symm s i))=∑ j∈s.val,lam j := by
rw [powersetCard.ofFinEmbEquiv_symm_apply]
have he := Finset.sum_map (s:=Finset.univ) (s.val.orderEmbOfFin s.prop).toEmbedding lam
have hm : Finset.map (s.val.orderEmbOfFin s.prop).toEmbedding Finset.univ=s.val :=
Finset.map_orderEmbOfFin_univ s.val s.prop
rw [hm] at he
exact he.symm
/-- The dominant exterior estimate of the actual matrix transition uses the
sum over the selected fast rates on every subinterval, not a coarse norm. -/
theorem transition_exterior_bound
(U V : ℕ → Matrix (Fin d) (Fin d) ℝ) (lam : Fin d → ℝ)
(S : Finset (Fin d)) {s t : ℕ} (hst : s≤t) {γ g K C : ℝ}
(hg : 0≤g) (hK : 0≤K) (hC : 0≤C)
(hfast : ∀ j∈S,γ+g≤lam j) (hslow : ∀ j∉S,lam j≤γ-g)
(hU : ‖U t‖≤Real.exp K) (hV : ‖V s‖≤Real.exp K)
(hpoly : ∀ A : (EuclideanSpace ℝ (Fin d)) →L[ℝ] _,
‖exterior S.card A‖≤C*(max 1 ‖A‖)^S.card) :
‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t))‖≤
C^2*(Real.exp K)^(2*S.card)*(Fintype.card (powersetCard (Fin d) S.card):ℝ)*
Real.exp (((t:ℝ)-s)*(∑ j∈S,lam j)) := by
have hm (q : powersetCard (Fin d) S.card) :
(∑ i : Fin S.card,lam (powersetCard.ofFinEmbEquiv.symm q i))≤∑ j∈S,lam j := by
rw [selected_sum]
exact RateSums.rate_sum_max lam S q.val hg q.prop hfast hslow
have he := exterior_gauge_bound (EuclideanSpace.basisFun (Fin d) ℝ) S.card
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U t))
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V s))
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))) lam
(sub_nonneg.mpr (by exact_mod_cast hst) : 0≤(t:ℝ)-s)
(Real.one_le_exp_iff.mpr hK) hC hpoly
(by simpa only [Matrix.l2_opNorm_toEuclideanCLM] using hU)
(by simpa only [Matrix.l2_opNorm_toEuclideanCLM] using hV)
(rate_eigen lam _) hm
simpa only [transition,map_mul] using he
/-- The actual nonleading diagonal eigenvalue is smaller by exp(-2g l).
This is valid when the slow rates are positive as well as when negative. -/
lemma nonleading_rate_product (lam : Fin d → ℝ) (S : Finset (Fin d))
{γ g l : ℝ} (hg : 0≤g) (hl : 0≤l)
(hfast : ∀ j∈S,γ+g≤lam j) (hslow : ∀ j∉S,lam j≤γ-g)
(q : powersetCard (Fin d) S.card) (hq : q.val≠S) :
|∏ i : Fin S.card,Real.exp (l*lam (powersetCard.ofFinEmbEquiv.symm q i))|≤
Real.exp (l*((∑ j∈S,lam j)-2*g)) := by
rw [eigen_exp_product,abs_of_pos (Real.exp_pos _),selected_sum]
exact Real.exp_le_exp.mpr (mul_le_mul_of_nonneg_left
(RateSums.strict_rate_sum_gap lam S q.val hg q.prop hq hfast hslow) hl)
end SmoothObstruction.EuclideanSplitting
namespace SmoothObstruction.ExteriorStability
open Module Set
variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
[FiniteDimensional ℝ E]
variable {ι : Type*} [Fintype ι] [LinearOrder ι]
/-- Actual projected maximal minor in fixed orthonormal endpoint coordinates.
The rows use the selected projection coordinates and the columns are arbitrary
starting vectors; starting bases need not be orthogonal. -/
noncomputable def projectedMinor (b : OrthonormalBasis ι ℝ E) (p : ℕ)
(s : powersetCard ι p) (A : E →L[ℝ] E) (v : Fin p → E) : ℝ :=
(b.exteriorPower p).repr (exterior p A (exteriorPower.ιMulti ℝ p v)) s
lemma projectedMinor_eq_det (b : OrthonormalBasis ι ℝ E) (p : ℕ)
(s : powersetCard ι p) (A : E →L[ℝ] E) (v : Fin p → E) :
projectedMinor b p s A v=
Matrix.det (fun i j : Fin p => b.repr (A (v i)) (powersetCard.ofFinEmbEquiv.symm s j)) := by
change (b.exteriorPower p).toBasis.repr (exteriorPower.map p A.toLinearMap
(exteriorPower.ιMulti ℝ p v)) s=_
rw [exteriorPower.map_apply_ιMulti,b.toBasis_exteriorPower,
exteriorPower.basis_repr_apply,exteriorPower.ιMultiDual_apply_ιMulti]
rfl
lemma projectedMinor_transfer (b : OrthonormalBasis ι ℝ E) (p : ℕ)
(s : powersetCard ι p) (A B : E →L[ℝ] E) (v : Fin p → E) :
|projectedMinor b p s B v-projectedMinor b p s A v|≤
‖exterior p B-exterior p A‖*‖exteriorPower.ιMulti ℝ p v‖ := by
let e := b.exteriorPower p
let w := exteriorPower.ιMulti ℝ p v
have hcoord (z : (⋀[ℝ]^p E)) : |e.repr z s|≤‖z‖ := by
rw [e.repr_apply_apply,←Real.norm_eq_abs]
simpa only [e.norm_eq_one,one_mul] using norm_inner_le_norm (𝕜:=ℝ) (e s) z
have h := hcoord ((exterior p B-exterior p A) w)
simp only [sub_apply,map_sub] at h
exact h.trans ((exterior p B-exterior p A).le_opNorm w)
/-- Basis-change and orbit-transfer errors are paid against the true exterior
operator norm. No coarse n-step C² estimate is substituted. -/
lemma projectedMinor_basis_transfer (b : OrthonormalBasis ι ℝ E) (p : ℕ)
(s : powersetCard ι p) (A B : E →L[ℝ] E) (v w : Fin p → E) :
|projectedMinor b p s B w-projectedMinor b p s A v|≤
‖exterior p B-exterior p A‖*‖exteriorPower.ιMulti ℝ p w‖+
‖exterior p A‖*‖exteriorPower.ιMulti ℝ p w-exteriorPower.ιMulti ℝ p v‖ := by
have hb : |projectedMinor b p s A w-projectedMinor b p s A v|≤
‖exterior p A‖*‖exteriorPower.ιMulti ℝ p w-exteriorPower.ιMulti ℝ p v‖ := by
let e := b.exteriorPower p
have he : projectedMinor b p s A w-projectedMinor b p s A v=
e.repr (exterior p A (exteriorPower.ιMulti ℝ p w-exteriorPower.ιMulti ℝ p v)) s := by
simp only [map_sub,e,projectedMinor,PiLp.sub_apply]
rw [he,e.repr_apply_apply,←Real.norm_eq_abs]
exact (norm_inner_le_norm (𝕜:=ℝ) (e s) _).trans (by
rw [e.norm_eq_one,one_mul]
exact (exterior p A).le_opNorm _)
exact (abs_sub_le _ _ _).trans
(add_le_add (projectedMinor_transfer b p s A B w) hb)
/-- A uniform local modulus for the wedge of a fixed number of vectors.
This is used when replacing actual subspaces by fixed frame-bin references. -/
theorem exists_wedge_lipschitz (p : ℕ) (R : ℝ) :
∃ C : ℝ,0≤C ∧ ∀ v w : Fin p → E,
‖v‖≤R → ‖w‖≤R →
‖exteriorPower.ιMulti ℝ p v-exteriorPower.ιMulti ℝ p w‖≤C*‖v-w‖ := by
obtain ⟨C,hC⟩ := (contDiff_wedge (E:=E) p).contDiffOn.exists_lipschitzOnWith
(by simp) (convex_closedBall (0 : Fin p → E) R) (isCompact_closedBall 0 R)
refine ⟨C,C.coe_nonneg,fun v w hv hw => ?_⟩
simpa only [dist_eq_norm] using hC.dist_le_mul v
(by simpa only [Metric.mem_closedBall,dist_zero_right] using hv) w
(by simpa only [Metric.mem_closedBall,dist_zero_right] using hw)
end SmoothObstruction.ExteriorStability
namespace SmoothObstruction.ExteriorStability
open Set Module Set.powersetCard
variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
[FiniteDimensional ℝ E]
variable {ι : Type*} [Fintype ι] [LinearOrder ι]
/-- A projected top wedge actually lies on the selected determinant line.
In particular its coefficient is its norm, including the empty group. -/
lemma projected_wedge_line (b : OrthonormalBasis ι ℝ E) (p : ℕ)
(s : powersetCard ι p) (v : Fin p → E)
(hv : ∀ i j,j∉s → b.repr (v i) j=0) :
exteriorPower.ιMulti ℝ p v=
projectedMinor b p s (ContinuousLinearMap.id ℝ E) v • (b.exteriorPower p) s := by
classical
have hm (q : powersetCard ι p) :
projectedMinor b p q (ContinuousLinearMap.id ℝ E) v=
(b.exteriorPower p).repr (exteriorPower.ιMulti ℝ p v) q := by
unfold projectedMinor
change (b.exteriorPower p).repr (exterior p 1 _) q=_
rw [exterior_one]
rfl
apply (b.exteriorPower p).repr.injective
ext q
by_cases hq : q=s
· subst q
simp only [map_smul,OrthonormalBasis.repr_self,PiLp.smul_apply,smul_eq_mul,
PiLp.single_apply,ite_true,mul_one]
exact (hm s).symm
· have hz : projectedMinor b p q (ContinuousLinearMap.id ℝ E) v=0 := by
rw [projectedMinor_eq_det]
obtain ⟨j,hjq,hjs⟩ := (exists_mem_notMem_iff_ne q s).mp hq
obtain ⟨i,rfl⟩ := (mem_range_ofFinEmbEquiv_symm_iff_mem q j).mpr hjq
apply Matrix.det_eq_zero_of_column_eq_zero i
intro k
exact hv k _ hjs
rw [←hm q]
rw [hz,map_smul,OrthonormalBasis.repr_self]
simp [hq]
lemma projected_wedge_norm (b : OrthonormalBasis ι ℝ E) (p : ℕ)
(s : powersetCard ι p) (v : Fin p → E)
(hv : ∀ i j,j∉s → b.repr (v i) j=0) :
‖exteriorPower.ιMulti ℝ p v‖=
|projectedMinor b p s (ContinuousLinearMap.id ℝ E) v| := by
rw [projected_wedge_line b p s v hv,norm_smul,
(b.exteriorPower p).norm_eq_one,mul_one,Real.norm_eq_abs]
/-- Quantitative projected leading-volume lower bound from the actual
finite gauge and a left inverse of the endpoint projection on the fast
vectors. The eigenvalue may converge to zero; it is never replaced by 1. -/
theorem projected_gauge_lower (b : OrthonormalBasis ι ℝ E) (p : ℕ)
(s : powersetCard ι p) (U V D A Q J : E →L[ℝ] E)
(v : Fin p → E) (a K H : ℝ) (hK : 0≤K)
(hdiag : D=V*A*U)
(hU : ‖exterior p U‖≤K) (hV : ‖exterior p V‖≤K)
(hJ : ‖exterior p J‖≤H)
(heigen : exterior p D (exteriorPower.ιMulti ℝ p v)=
a • exteriorPower.ιMulti ℝ p v)
(hleft : ∀ i,J (Q (A (U (v i))))=A (U (v i)))
(hrange : ∀ i j,j∉s → b.repr (Q (A (U (v i)))) j=0) :
|a| *‖exterior p U (exteriorPower.ιMulti ℝ p v)‖≤
K^2*H*|projectedMinor b p s (Q*A*U) v| := by
have hbase := gauge_line_lower p U V A D hdiag hK hU hV
(exteriorPower.ιMulti ℝ p v) heigen
have heq : exterior p J (exterior p Q (exterior p A (exterior p U
(exteriorPower.ιMulti ℝ p v))))=
exterior p A (exterior p U (exteriorPower.ιMulti ℝ p v)) := by
simp only [exterior_apply,exteriorPower.map_apply_ιMulti]
congr 1
funext i
exact hleft i
have hj := (exterior p J).le_opNorm
(exterior p Q (exterior p A (exterior p U (exteriorPower.ιMulti ℝ p v))))
rw [heq] at hj
have hn : ‖exterior p Q (exterior p A (exterior p U
(exteriorPower.ιMulti ℝ p v)))‖=|projectedMinor b p s (Q*A*U) v| := by
simp only [exterior_apply,exteriorPower.map_apply_ιMulti]
change ‖exteriorPower.ιMulti ℝ p (fun i => Q (A (U (v i))))‖=_
rw [projected_wedge_norm b p s _ hrange]
congr 1
rw [projectedMinor_eq_det,projectedMinor_eq_det]
rfl
rw [hn] at hj
calc
_ ≤ K^2*‖exterior p A (exterior p U (exteriorPower.ιMulti ℝ p v))‖ := hbase
_ ≤ K^2*(H*|projectedMinor b p s (Q*A*U) v|) := by
gcongr
exact hj.trans (mul_le_mul_of_nonneg_right hJ (abs_nonneg _))
_ = _ := by ring
end SmoothObstruction.ExteriorStability
namespace SmoothObstruction.EuclideanSplitting
open Set Matrix ExteriorStability
open scoped Matrix.Norms.L2Operator
variable {d : ℕ}
/-- Exact sum-rate lower bound for a genuine finite-gauge propagator followed
by an endpoint projection. The input is its actual fast determinant line;
the dimensional exterior bound is produced by `exists_power_bound`. -/
theorem finite_projected_volume
(U V : ℕ → Matrix (Fin d) (Fin d) ℝ) (lam : Fin d → ℝ)
(hVU : ∀ t,V t*U t=1) (s t p : ℕ) (q : powersetCard (Fin d) p)
(b : OrthonormalBasis (Fin d) ℝ (EuclideanSpace ℝ (Fin d)))
(r : powersetCard (Fin d) p)
(Q J : EuclideanSpace ℝ (Fin d) →L[ℝ] EuclideanSpace ℝ (Fin d))
{K C : ℝ} (hK : 0≤K) (hC : 0≤C)
(hpoly : ∀ A : EuclideanSpace ℝ (Fin d) →L[ℝ] EuclideanSpace ℝ (Fin d),
‖exterior p A‖≤C*(max 1 ‖A‖)^p)
(hU : ‖U s‖≤Real.exp K) (hV : ‖V t‖≤Real.exp K) (hJ : ‖J‖≤2)
(hleft : ∀ i,J (Q (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ)
(transition U V lam s t*U s)
(EuclideanSpace.basisFun (Fin d) ℝ (powersetCard.ofFinEmbEquiv.symm q i))))=
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t*U s)
(EuclideanSpace.basisFun (Fin d) ℝ (powersetCard.ofFinEmbEquiv.symm q i)))
(hrange : ∀ i j,j∉r → b.repr (Q (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ)
(transition U V lam s t*U s)
(EuclideanSpace.basisFun (Fin d) ℝ (powersetCard.ofFinEmbEquiv.symm q i)))) j=0) :
let v := fun i => EuclideanSpace.basisFun (Fin d) ℝ (powersetCard.ofFinEmbEquiv.symm q i)
Real.exp (((t:ℝ)-s)*(∑ j∈q.val,lam j))*
‖exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s)) (exteriorPower.ιMulti ℝ p v)‖≤
(C*(Real.exp K)^p)^2*(C*2^p)*
|projectedMinor b p r
(Q*Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t*U s)) v| := by
dsimp only
let b₀ := EuclideanSpace.basisFun (Fin d) ℝ
let v := fun i => b₀ (powersetCard.ofFinEmbEquiv.symm q i)
have hb : (b₀.exteriorPower p) q=exteriorPower.ιMulti ℝ p v := by
change (b₀.exteriorPower p).toBasis q=_
rw [b₀.toBasis_exteriorPower,exteriorPower.coe_basis]
rfl
have heigen := exterior_eigen_basis b₀ p
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s)))
(fun j => Real.exp (((t:ℝ)-s)*lam j)) (rate_eigen lam _) q
rw [hb,eigen_exp_product,selected_sum] at heigen
have hdiagM : rate lam ((t:ℝ)-s)=V t*transition U V lam s t*U s := by
symm
dsimp [transition]
calc
_ = (V t*U t)*rate lam ((t:ℝ)-s)*(V s*U s) := by noncomm_ring
_ = _ := by rw [hVU,hVU,one_mul,mul_one]
have hdiag : Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))=
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V t)*
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)*
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s) := by
rw [←map_mul,←map_mul,←hdiagM]
have hbnd (M : Matrix (Fin d) (Fin d) ℝ) (hM : ‖M‖≤Real.exp K) :
‖exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) M)‖≤C*(Real.exp K)^p := by
apply (hpoly _).trans
apply mul_le_mul_of_nonneg_left _ hC
apply pow_le_pow_left₀ (by positivity)
rw [Matrix.l2_opNorm_toEuclideanCLM]
exact max_le (Real.one_le_exp_iff.mpr hK) hM
have hJb : ‖exterior p J‖≤C*2^p := (hpoly J).trans
(mul_le_mul_of_nonneg_left (pow_le_pow_left₀ (by positivity) (max_le (by norm_num) hJ) p) hC)
have hh := projected_gauge_lower b p r
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s))
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V t))
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s)))
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)) Q J v
_ (C*(Real.exp K)^p) (C*2^p) (by positivity) hdiag (hbnd (U s) hU)
(hbnd (V t) hV) hJb heigen
(by simpa only [map_mul,mul_apply_eq_comp] using hleft)
(by simpa only [map_mul,mul_apply_eq_comp] using hrange)
simpa only [abs_of_pos (Real.exp_pos _),map_mul,mul_assoc] using hh
end SmoothObstruction.EuclideanSplitting
namespace SmoothObstruction.CloseProjection
variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
[FiniteDimensional ℝ E]
/-- Extend the inverse endpoint restriction back to an ambient linear map.
It is a left inverse on the actual moving fast space, with uniform norm 2. -/
noncomputable def ambientInverse (U V : Submodule ℝ E)
(hdim : Module.finrank ℝ U=Module.finrank ℝ V)
(hclose : ‖U.starProjection-V.starProjection‖≤1/2) : E →L[ℝ] E :=
U.subtypeL.comp ((equiv U V hdim hclose).symm.toContinuousLinearMap.comp
V.orthogonalProjectionOnto)
lemma ambientInverse_left (U V : Submodule ℝ E)
(hdim : Module.finrank ℝ U=Module.finrank ℝ V)
(hclose : ‖U.starProjection-V.starProjection‖≤1/2) (x : E) (hx : x∈U) :
ambientInverse U V hdim hclose (V.starProjection x)=x := by
have hp : V.orthogonalProjectionOnto (V.starProjection x)=V.orthogonalProjectionOnto x := by
apply Subtype.ext
change V.starProjection (V.starProjection x)=V.starProjection x
exact V.starProjection_eq_self_iff.mpr (by simp)
change ((equiv U V hdim hclose).symm (V.orthogonalProjectionOnto (V.starProjection x)):E)=x
rw [hp]
change ((equiv U V hdim hclose).symm (equiv U V hdim hclose ⟨x,hx⟩):E)=x
rw [ContinuousLinearEquiv.symm_apply_apply]
lemma norm_ambientInverse (U V : Submodule ℝ E)
(hdim : Module.finrank ℝ U=Module.finrank ℝ V)
(hclose : ‖U.starProjection-V.starProjection‖≤1/2) :
‖ambientInverse U V hdim hclose‖≤2 := by
apply ContinuousLinearMap.opNorm_le_bound _ (by norm_num)
intro x
change ‖(equiv U V hdim hclose).symm (V.orthogonalProjectionOnto x)‖≤2*‖x‖
apply ((equiv U V hdim hclose).symm.toContinuousLinearMap.le_opNorm _).trans
apply (mul_le_mul_of_nonneg_right (inverse_norm U V hdim hclose) (norm_nonneg _)).trans
exact mul_le_mul_of_nonneg_left (V.norm_orthogonalProjectionOnto_apply_le x) (by norm_num)
end SmoothObstruction.CloseProjection
namespace SmoothObstruction.EuclideanSplitting
open Set Matrix ExteriorStability
open scoped Matrix.Norms.L2Operator
variable {d : ℕ}
lemma transition_group (U V : ℕ → Matrix (Fin d) (Fin d) ℝ)
(hUV : ∀ t,U t*V t=1) (hVU : ∀ t,V t*U t=1)
(lam : Fin d → ℝ) (s t : ℕ) (S : Finset (Fin d))
(x : EuclideanSpace ℝ (Fin d)) (hx : x∈groupSpace (U s) (V s) (hUV s) (hVU s) S) :
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t) x∈
groupSpace (U t) (V t) (hUV t) (hVU t) S := by
rcases Submodule.mem_map.mp hx with ⟨y,hy,rfl⟩
apply Submodule.mem_map.mpr
refine ⟨Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s)) y,?_,?_⟩
· rw [mem_coordinateSpace] at hy ⊢
intro j hj
change (rate lam ((t:ℝ)-s)*ᵥ WithLp.ofLp y) j=0
rw [rate,Matrix.mulVec_diagonal,hy j hj,mul_zero]
· change Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U t)
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s)) y)=
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s) y)
rw [←mul_apply_eq_comp,←mul_apply_eq_comp,←map_mul,←map_mul]
congr 2
dsimp [transition]
rw [mul_assoc _ _ (U s),hVU,mul_one]
lemma gauge_column_mem (U V : Matrix (Fin d) (Fin d) ℝ)
(hUV : U*V=1) (hVU : V*U=1) (S : Finset (Fin d)) (j : Fin d) (hj : j∈S) :
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) U (EuclideanSpace.basisFun (Fin d) ℝ j)∈
groupSpace U V hUV hVU S := by
apply Submodule.mem_map.mpr
refine ⟨EuclideanSpace.basisFun (Fin d) ℝ j,?_,rfl⟩
rw [mem_coordinateSpace]
intro i hi
have hij : i≠j := by rintro rfl; exact hi hj
simp only [EuclideanSpace.basisFun_apply,PiLp.single_apply,ite_eq_right hij]
/-- A true old fast leading minor, with the endpoint left inverse BUILT
from the common-bin projection closeness, rather than assumed. The estimate
retains exp(sum rates * length) even for contracting determinant lines. -/
theorem projected_fast_lower
(U V : ℕ → Matrix (Fin d) (Fin d) ℝ) (lam : Fin d → ℝ)
(hUV : ∀ t,U t*V t=1) (hVU : ∀ t,V t*U t=1)
(s t p : ℕ) (q : powersetCard (Fin d) p)
(W : Submodule ℝ (EuclideanSpace ℝ (Fin d)))
(hdim : Module.finrank ℝ W=p)
(hclose : ‖(groupSpace (U t) (V t) (hUV t) (hVU t) q.val).starProjection-W.starProjection‖≤1/2)
(b : OrthonormalBasis (Fin d) ℝ (EuclideanSpace ℝ (Fin d)))
(r : powersetCard (Fin d) p)
(hcoords : ∀ x∈W,∀ j∉r,b.repr x j=0)
{K C : ℝ} (hK : 0≤K) (hC : 0≤C)
(hpoly : ∀ A : EuclideanSpace ℝ (Fin d) →L[ℝ] EuclideanSpace ℝ (Fin d),
‖exterior p A‖≤C*(max 1 ‖A‖)^p)
(hU : ‖U s‖≤Real.exp K) (hV : ‖V t‖≤Real.exp K) :
let v := fun i => EuclideanSpace.basisFun (Fin d) ℝ (powersetCard.ofFinEmbEquiv.symm q i)
Real.exp (((t:ℝ)-s)*(∑ j∈q.val,lam j))*
‖exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s)) (exteriorPower.ιMulti ℝ p v)‖≤
(C*(Real.exp K)^p)^2*(C*2^p)*
|projectedMinor b p r
(W.starProjection*Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t*U s)) v| := by
let F := groupSpace (U t) (V t) (hUV t) (hVU t) q.val
have hd : Module.finrank ℝ F=Module.finrank ℝ W := by
rw [finrank_groupSpace,hdim,q.prop]
apply finite_projected_volume U V lam hVU s t p q b r W.starProjection
(CloseProjection.ambientInverse F W hd hclose) hK hC hpoly hU hV
(CloseProjection.norm_ambientInverse F W hd hclose)
· intro i
apply CloseProjection.ambientInverse_left
rw [map_mul,mul_apply_eq_comp]
apply transition_group U V hUV hVU lam s t q.val
apply gauge_column_mem
rw [powersetCard.ofFinEmbEquiv_symm_apply]
exact Finset.orderEmbOfFin_mem _ _ _
· intro i j hj
apply hcoords _ (by simp) j hj
end SmoothObstruction.EuclideanSplitting
namespace SmoothObstruction.ExteriorStability
variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
[FiniteDimensional ℝ E]
/-- The empty as well as every orthonormal determinant line has unit volume. -/
lemma norm_wedge_orthonormal (p : ℕ) (v : Fin p → E) (hv : Orthonormal ℝ v) :
‖exteriorPower.ιMulti ℝ p v‖=1 := by
have hg : Matrix.gram ℝ v=1 := by
ext i j
exact (orthonormal_iff_ite.mp hv) i j
have hh := exteriorPower.inner_ιMulti_self v
rw [hg,Matrix.det_one,real_inner_self_eq_norm_sq] at hh
nlinarith [norm_nonneg (exteriorPower.ιMulti ℝ p v)]
end SmoothObstruction.ExteriorStability
namespace SmoothObstruction.EuclideanSplitting
open Set Matrix ExteriorStability
open scoped Matrix.Norms.L2Operator
variable {d : ℕ}
lemma rate_coordinate_wedge (lam : Fin d → ℝ) (l : ℝ) (p : ℕ)
(q : powersetCard (Fin d) p) (v : Fin p → EuclideanSpace ℝ (Fin d))
(hv : ∀ i,v i∈coordinateSpace q.val) :
exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam l))
(exteriorPower.ιMulti ℝ p v)=
Real.exp (l*(∑ j∈q.val,lam j)) • exteriorPower.ιMulti ℝ p v := by
let b₀ := EuclideanSpace.basisFun (Fin d) ℝ
have hc : ∀ i j,j∉q → b₀.repr (v i) j=0 := by
intro i j hj
exact (mem_coordinateSpace q.val (v i)).mp (hv i) j hj
have he := exterior_eigen_basis b₀ p
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam l))
(fun j => Real.exp (l*lam j)) (rate_eigen lam l) q
rw [eigen_exp_product,selected_sum] at he
rw [projected_wedge_line b₀ p q v hc,map_smul,he]
exact smul_comm _ _ _
/-- Leading fast minor in an ACTUAL orthonormal starting frame. The input
columns are not the Lyapunov gauge columns. This yields a relative lower
bound at the true sum-exponent scale, whether it expands or contracts. -/
theorem orthonormal_fast_minor_lower
(U V : ℕ → Matrix (Fin d) (Fin d) ℝ) (lam : Fin d → ℝ)
(hUV : ∀ t,U t*V t=1) (hVU : ∀ t,V t*U t=1)
(s t p : ℕ) (q : powersetCard (Fin d) p)
(W : Submodule ℝ (EuclideanSpace ℝ (Fin d)))
(hdim : Module.finrank ℝ W=p)
(hclose : ‖(groupSpace (U t) (V t) (hUV t) (hVU t) q.val).starProjection-W.starProjection‖≤1/2)
(b : OrthonormalBasis (Fin d) ℝ (EuclideanSpace ℝ (Fin d)))
(r : powersetCard (Fin d) p)
(hcoords : ∀ x∈W,∀ j∉r,b.repr x j=0)
(w : Fin p → EuclideanSpace ℝ (Fin d)) (horth : Orthonormal ℝ w)
(hw : ∀ i,w i∈groupSpace (U s) (V s) (hUV s) (hVU s) q.val)
{K C : ℝ} (hK : 0≤K) (hC : 0≤C)
(hpoly : ∀ A : EuclideanSpace ℝ (Fin d) →L[ℝ] EuclideanSpace ℝ (Fin d),
‖exterior p A‖≤C*(max 1 ‖A‖)^p)
(hU : ‖U s‖≤Real.exp K) (hV : ‖V t‖≤Real.exp K) :
Real.exp (((t:ℝ)-s)*(∑ j∈q.val,lam j))≤
(C*(Real.exp K)^p)^2*(C*2^p)*
|projectedMinor b p r
(W.starProjection*Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)) w| := by
let v := fun i => Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V s) (w i)
have hv : ∀ i,v i∈coordinateSpace q.val := by
intro i
have h := hw i
rw [groupSpace,Submodule.map_equiv_eq_comap_symm] at h
exact h
have huv : ∀ i,Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s) (v i)=w i := by
intro i
dsimp [v]
rw [←mul_apply_eq_comp,←map_mul,hUV,map_one]
rfl
let F := groupSpace (U t) (V t) (hUV t) (hVU t) q.val
have hd : Module.finrank ℝ F=Module.finrank ℝ W := by
rw [finrank_groupSpace,hdim,q.prop]
let J := CloseProjection.ambientInverse F W hd hclose
have hdiagM : rate lam ((t:ℝ)-s)=V t*transition U V lam s t*U s := by
symm
dsimp [transition]
calc
_ = (V t*U t)*rate lam ((t:ℝ)-s)*(V s*U s) := by noncomm_ring
_ = _ := by rw [hVU,hVU,one_mul,mul_one]
have hdiag : Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s))=
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V t)*
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)*
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s) := by
rw [←map_mul,←map_mul,←hdiagM]
have hbnd (M : Matrix (Fin d) (Fin d) ℝ) (hM : ‖M‖≤Real.exp K) :
‖exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) M)‖≤C*(Real.exp K)^p := by
apply (hpoly _).trans
apply mul_le_mul_of_nonneg_left _ hC
apply pow_le_pow_left₀ (by positivity)
rw [Matrix.l2_opNorm_toEuclideanCLM]
exact max_le (Real.one_le_exp_iff.mpr hK) hM
have hJb : ‖exterior p J‖≤C*2^p := (hpoly J).trans
(mul_le_mul_of_nonneg_left (pow_le_pow_left₀ (by positivity)
(max_le (by norm_num) (CloseProjection.norm_ambientInverse F W hd hclose)) p) hC)
have hh := projected_gauge_lower b p r
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s))
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V t))
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s)))
(Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)) W.starProjection J v
_ (C*(Real.exp K)^p) (C*2^p) (by positivity) hdiag (hbnd (U s) hU)
(hbnd (V t) hV) hJb (rate_coordinate_wedge lam _ p q v hv)
(by
intro i
rw [huv]
exact CloseProjection.ambientInverse_left F W hd hclose _
(transition_group U V hUV hVU lam s t q.val _ (hw i)))
(by intro i j hj; exact hcoords _ (by simp) j hj)
have hn : ‖exterior p (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s))
(exteriorPower.ιMulti ℝ p v)‖=1 := by
rw [exterior_apply,exteriorPower.map_apply_ιMulti]
change ‖exteriorPower.ιMulti ℝ p (fun i => Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s) (v i))‖=1
simp_rw [huv]
exact norm_wedge_orthonormal p w horth
have hm : projectedMinor b p r
(W.starProjection*Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)*
Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U s)) v=
projectedMinor b p r
(W.starProjection*Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t)) w := by
rw [projectedMinor_eq_det,projectedMinor_eq_det]
simp only [mul_apply_eq_comp,huv]
simpa only [abs_of_pos (Real.exp_pos _),hn,mul_one,hm] using hh
end SmoothObstruction.EuclideanSplitting
namespace SmoothObstruction.ExteriorStability
variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
variable {ι : Type*} [Fintype ι]
/-- A diagonal map on the orthogonal complement of one determinant line. -/
lemma diagonal_missing_line_bound (b : OrthonormalBasis ι ℝ E)
(T : E →L[ℝ] E) (a : ι → ℝ) (ha : ∀ i,T (b i)=a i • b i)
(i₀ : ι) (x : E) (hx : b.repr x i₀=0)
{K : ℝ} (hK : 0≤K) (hbound : ∀ i,i≠i₀ → |a i|≤K) :
‖T x‖≤(Fintype.card ι:ℝ)*K*‖x‖ := by
classical
have hrepr : x=∑ i,(b.repr x i) • b i := (b.sum_repr x).symm
calc
‖T x‖=‖∑ i,(b.repr x i) • T (b i)‖ := by
conv_lhs => rw [hrepr]
simp only [map_sum,map_smul]
_ ≤ ∑ i,‖(b.repr x i) • T (b i)‖ := norm_sum_le _ _
_ ≤ ∑ _i : ι,K*‖x‖ := by
apply Finset.sum_le_sum
intro i _
by_cases hi : i=i₀
· subst i
simp only [hx,zero_smul,norm_zero]
positivity
· rw [ha,norm_smul,norm_smul,b.norm_eq_one,mul_one,Real.norm_eq_abs,Real.norm_eq_abs]
have hc : |b.repr x i|≤‖x‖ := by
rw [b.repr_apply_apply,←Real.norm_eq_abs]
simpa only [b.norm_eq_one,one_mul] using norm_inner_le_norm (𝕜:=ℝ) (b i) x
calc
_ ≤ ‖x‖*K := mul_le_mul hc (hbound i hi) (abs_nonneg _) (norm_nonneg _)
_ = _ := mul_comm _ _
_ = _ := by simp only [Finset.sum_const,Finset.card_univ,nsmul_eq_mul]; ring
end SmoothObstruction.ExteriorStability
namespace SmoothObstruction.EuclideanSplitting
open Set Matrix ExteriorStability
open scoped Matrix.Norms.L2Operator
variable {d : ℕ}
lemma coordinate_wedge_missing_fast (S : Finset (Fin d))
(v : Fin S.card → EuclideanSpace ℝ (Fin d))
(i₀ : Fin S.card) (hslow : v i₀∈coordinateSpace Sᶜ) :
((EuclideanSpace.basisFun (Fin d) ℝ).exteriorPower S.card).repr
(exteriorPower.ιMulti ℝ S.card v) (⟨S,rfl⟩ : powersetCard (Fin d) S.card)=0 := by
let b₀ := EuclideanSpace.basisFun (Fin d) ℝ
have he : projectedMinor b₀ S.card ⟨S,rfl⟩ (ContinuousLinearMap.id ℝ _) v=0 := by
rw [projectedMinor_eq_det]
apply Matrix.det_eq_zero_of_row_eq_zero i₀
intro j
apply (mem_coordinateSpace Sᶜ _).mp hslow
simp only [Finset.mem_compl,not_not]
rw [powersetCard.ofFinEmbEquiv_symm_apply]
exact Finset.orderEmbOfFin_mem _ _ _
change (b₀.exteriorPower S.card).repr (exterior S.card 1 (exteriorPower.ιMulti ℝ S.card v)) ⟨S,rfl⟩=0 at he
rw [exterior_one] at he
exact he
/-- True nonleading volume suppression for the diagonal propagator, applied
to arbitrary vectors including one slow vector, not merely coordinate
columns. The loss is the exact spectral gap exp(-2g length). -/
lemma rate_nonleading_volume (lam : Fin d → ℝ) (S : Finset (Fin d))
{γ g l : ℝ} (hg : 0≤g) (hl : 0≤l)
(hfast : ∀ j∈S,γ+g≤lam j) (hslow : ∀ j∉S,lam j≤γ-g)
(v : Fin S.card → EuclideanSpace ℝ (Fin d))
(i₀ : Fin S.card) (hv : v i₀∈coordinateSpace Sᶜ) :
‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam l))
(exteriorPower.ιMulti ℝ S.card v)‖≤
(Fintype.card (powersetCard (Fin d) S.card):ℝ)*
Real.exp (l*((∑ j∈S,lam j)-2*g))*‖exteriorPower.ιMulti ℝ S.card v‖ := by
apply diagonal_missing_line_bound
((EuclideanSpace.basisFun (Fin d) ℝ).exteriorPower S.card) _
(fun q => ∏ i : Fin S.card,Real.exp (l*lam (powersetCard.ofFinEmbEquiv.symm q i)))
(exterior_eigen_basis _ _ _ _ (rate_eigen lam l)) ⟨S,rfl⟩ _
(coordinate_wedge_missing_fast S v i₀ hv) (Real.exp_nonneg _)
intro q hq
apply nonleading_rate_product lam S hg hl hfast hslow q
intro he
exact hq (Subtype.ext he)
/-- The actual finite-gauge transition suppresses every maximal starting
wedge containing a slow vector relative to its true fast sum-rate. -/
theorem transition_nonleading_volume
(U V : ℕ → Matrix (Fin d) (Fin d) ℝ) (lam : Fin d → ℝ)
(hUV : ∀ t,U t*V t=1) (hVU : ∀ t,V t*U t=1)
(S : Finset (Fin d)) {s t : ℕ} (hst : s≤t) {γ g K C : ℝ}
(hg : 0≤g) (hK : 0≤K) (hC : 0≤C)
(hfast : ∀ j∈S,γ+g≤lam j) (hslow : ∀ j∉S,lam j≤γ-g)
(hU : ‖U t‖≤Real.exp K) (hV : ‖V s‖≤Real.exp K)
(hpoly : ∀ A : EuclideanSpace ℝ (Fin d) →L[ℝ] EuclideanSpace ℝ (Fin d),
‖exterior S.card A‖≤C*(max 1 ‖A‖)^S.card)
(w : Fin S.card → EuclideanSpace ℝ (Fin d))
(i₀ : Fin S.card) (hw : w i₀∈groupSpace (U s) (V s) (hUV s) (hVU s) Sᶜ) :
‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t))
(exteriorPower.ιMulti ℝ S.card w)‖≤
(C*(Real.exp K)^S.card)^2*(Fintype.card (powersetCard (Fin d) S.card):ℝ)*
Real.exp (((t:ℝ)-s)*((∑ j∈S,lam j)-2*g))*‖exteriorPower.ιMulti ℝ S.card w‖ := by
let v := fun i => Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V s) (w i)
have hv : v i₀∈coordinateSpace Sᶜ := by
rw [groupSpace,Submodule.map_equiv_eq_comap_symm] at hw
exact hw
have he := rate_nonleading_volume lam S hg
(sub_nonneg.mpr (by exact_mod_cast hst) : 0≤(t:ℝ)-s) hfast hslow v i₀ hv
have hbnd (M : Matrix (Fin d) (Fin d) ℝ) (hM : ‖M‖≤Real.exp K) :
‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) M)‖≤C*(Real.exp K)^S.card := by
apply (hpoly _).trans
apply mul_le_mul_of_nonneg_left _ hC
apply pow_le_pow_left₀ (by positivity)
rw [Matrix.l2_opNorm_toEuclideanCLM]
exact max_le (Real.one_le_exp_iff.mpr hK) hM
have hwedge : exteriorPower.ιMulti ℝ S.card v=
exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V s))
(exteriorPower.ιMulti ℝ S.card w) := by
rw [exterior_apply,exteriorPower.map_apply_ιMulti]
rfl
have hvb : ‖exteriorPower.ιMulti ℝ S.card v‖≤
(C*(Real.exp K)^S.card)*‖exteriorPower.ιMulti ℝ S.card w‖ := by
rw [hwedge]
exact ((exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (V s))).le_opNorm _).trans
(mul_le_mul_of_nonneg_right (hbnd (V s) hV) (norm_nonneg _))
have htransition : exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (transition U V lam s t))
(exteriorPower.ιMulti ℝ S.card w)=
exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U t))
(exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s)))
(exteriorPower.ιMulti ℝ S.card v)) := by
rw [hwedge]
simp only [transition,map_mul,exterior_mul,mul_apply_eq_comp]
rw [htransition]
calc
_ ≤ ‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (U t))‖*
‖exterior S.card (Matrix.toEuclideanCLM (n:=Fin d) (𝕜:=ℝ) (rate lam ((t:ℝ)-s)))
(exteriorPower.ιMulti ℝ S.card v)‖ := ContinuousLinearMap.le_opNorm _ _
_ ≤ (C*(Real.exp K)^S.card)*((Fintype.card (powersetCard (Fin d) S.card):ℝ)*
Real.exp (((t:ℝ)-s)*((∑ j∈S,lam j)-2*g))*‖exteriorPower.ιMulti ℝ S.card v‖) := by
exact mul_le_mul (hbnd (U t) hU) he (norm_nonneg _) (by positivity)
_ ≤ (C*(Real.exp K)^S.card)*((Fintype.card (powersetCard (Fin d) S.card):ℝ)*
Real.exp (((t:ℝ)-s)*((∑ j∈S,lam j)-2*g))*
((C*(Real.exp K)^S.card)*‖exteriorPower.ιMulti ℝ S.card w‖)) := by
gcongr
_ = _ := by ring
end SmoothObstruction.EuclideanSplitting
namespace SmoothObstruction.ExteriorStability
open Module Set
variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
[FiniteDimensional ℝ E]
/-- Continuity is proved from the actual determinant polynomial. -/
noncomputable def continuousWedge (p : ℕ) :
ContinuousMultilinearMap ℝ (fun _ : Fin p => E) (⋀[ℝ]^p E) where
toMultilinearMap := (exteriorPower.ιMulti ℝ p).toMultilinearMap
cont := (contDiff_wedge p).continuous
lemma unit_wedge_bound (p : ℕ) (v : Fin p → E) (hv : ∀ i,‖v i‖≤1) :
‖exteriorPower.ιMulti ℝ p v‖≤‖continuousWedge (E:=E) p‖ := by
have hh := (continuousWedge (E:=E) p).le_opNorm v
apply hh.trans
have hp : (∏ i,‖v i‖)≤1 := Finset.prod_le_one₀ (fun _ _ => norm_nonneg _) (fun index _ => hv index)
exact (mul_le_mul_of_nonneg_left hp (norm_nonneg _)).trans_eq (mul_one _)
variable {ι : Type*} [Fintype ι] [LinearOrder ι]
lemma projectedMinor_norm_le (b : OrthonormalBasis ι ℝ E) (p : ℕ)
(r : powersetCard ι p) (A : E →L[ℝ] E) (v : Fin p → E) :
|projectedMinor b p r A v|≤‖exterior p A (exteriorPower.ιMulti ℝ p v)‖ := by
rw [projectedMinor,(b.exteriorPower p).repr_apply_apply,←Real.norm_eq_abs]
simpa only [(b.exteriorPower p).norm_eq_one,one_mul] using
norm_inner_le_norm (𝕜:=ℝ) ((b.exteriorPower p) r) _
end SmoothObstruction.ExteriorStability
end
end OAI