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Add lean source and binary files (part 67)
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import OAI.Geometry.CylinderCovering.Physical.CostVariantsDefinitions
import OAI.Geometry.CylinderCovering.Physical.Coordinates
import OAI.Geometry.CylinderCovering.Radial.CapCosts
import OAI.Geometry.CylinderCovering.Radial.SqrtCap
namespace OAI
noncomputable section
open Set Filter MeasureTheory
open scoped Topology
namespace RadialPhysical
open CylinderCovering
lemma canonicalProfile_eq_H (r : ℝ) : canonicalProfile r = RadialCaps.H r := by
unfold canonicalProfile RadialCaps.H
ring
lemma canonicalCost_eq_Q (ε : ℝ) (R : ℝ → ℝ) :
canonicalCost ε R = RadialCaps.Q R ε := by
unfold canonicalCost RadialCaps.Q canonicalSpeed RadialCaps.D0 RadialCaps.G
congr 1
funext r
congr 3
ring
lemma scaled_linear_cost_eq {b : ℝ} (hb : 0 < b) (η β : ℝ) :
scaledCost b η (linearCap b η β) =
(b * height b / 2) * RadialCaps.Q (RadialCaps.linearCap β (effectiveTilt b η))
(effectiveTilt b η) := by
rw [scaledCost_dictionary hb]
simp_rw [linearCap_dictionary, canonicalProfile_eq_H]
exact congrArg (fun x => (b * height b / 2) * x)
(canonicalCost_eq_Q _ _)
lemma scaled_square_cost_eq {b : ℝ} (hb : 0 < b) (η β : ℝ) :
scaledCost b η (squareCap b η β) =
(b * height b / 2) * RadialSqrtCap.cost β (effectiveTilt b η) := by
rw [scaledCost_dictionary hb]
simp_rw [squareCap_dictionary, canonicalProfile_eq_H]
exact congrArg (fun x => (b * height b / 2) * x)
(canonicalCost_eq_Q _ _)
lemma physical_reference_pos {b : ℝ} (hb : 0 < b) : 0 < b * height b / 2 := by
unfold height
positivity
theorem scaled_linear_remainder {b β η : ℝ} (hb : 0 < b) (hβ : 0 ≤ β)
(hs : 4 * (β + 2) * effectiveTilt b η ^ 2 ≤ 1) :
|scaledCost b η (linearCap b η β) - quadraticCost b η β| ≤
(b * height b / 2) * (24 * (β + 2) ^ 2) * effectiveTilt b η ^ 4 := by
rw [scaled_linear_cost_eq hb]
unfold quadraticCost relativeQuadraticTerm
rw [← mul_sub, abs_mul, abs_of_pos (physical_reference_pos hb)]
exact (mul_le_mul_of_nonneg_left (RadialCaps.linear_cost_remainder hβ hs)
(physical_reference_pos hb).le).trans_eq (by ring)
theorem scaled_square_remainder {b β η : ℝ} (hb : 0 < b) (hβ : 0 ≤ β)
(hs : |effectiveTilt b η| ≤ 1) :
|scaledCost b η (squareCap b η β) - quadraticCost b η β| ≤
(b * height b / 2) * (14 + 10 * β) * effectiveTilt b η ^ 4 := by
rw [scaled_square_cost_eq hb]
unfold quadraticCost relativeQuadraticTerm
rw [← mul_sub, abs_mul, abs_of_pos (physical_reference_pos hb)]
exact (mul_le_mul_of_nonneg_left (RadialSqrtCap.cost_expansion hβ hs)
(physical_reference_pos hb).le).trans_eq (by ring)
theorem scaled_linear_bigO {b β : ℝ} (hb : 0 < b) (hβ : 0 ≤ β) (a : ℝ) :
(fun τ => scaledCost b (a * τ) (linearCap b (a * τ) β) -
quadraticCost b (a * τ) β) =O[𝓝[>] (0 : ℝ)] (fun τ => τ ^ 4) := by
apply Asymptotics.isBigO_iff.mpr
refine ⟨(b * height b / 2) * (24 * (β + 2) ^ 2) * (a * b ^ 2) ^ 4, ?_⟩
have hs : ∀ᶠ τ : ℝ in 𝓝 0, 4 * (β + 2) * effectiveTilt b (a * τ) ^ 2 < 1 :=
(show ContinuousAt (fun τ : ℝ => 4 * (β + 2) * effectiveTilt b (a * τ) ^ 2) 0 by
unfold effectiveTilt; fun_prop).eventually_lt continuousAt_const (by simp [effectiveTilt])
filter_upwards [hs.filter_mono nhdsWithin_le_nhds] with τ hτ
rw [Real.norm_eq_abs, Real.norm_eq_abs, abs_of_nonneg (by positivity : 0 ≤ τ ^ 4)]
convert scaled_linear_remainder hb hβ hτ.le using 1
unfold effectiveTilt
ring
theorem scaled_square_bigO {b β : ℝ} (hb : 0 < b) (hβ : 0 ≤ β) (a : ℝ) :
(fun τ => scaledCost b (a * τ) (squareCap b (a * τ) β) -
quadraticCost b (a * τ) β) =O[𝓝[>] (0 : ℝ)] (fun τ => τ ^ 4) := by
apply Asymptotics.isBigO_iff.mpr
refine ⟨(b * height b / 2) * (14 + 10 * β) * (a * b ^ 2) ^ 4, ?_⟩
have hs : ∀ᶠ τ : ℝ in 𝓝 0, |effectiveTilt b (a * τ)| < 1 :=
(show ContinuousAt (fun τ : ℝ => |effectiveTilt b (a * τ)|) 0 by
unfold effectiveTilt; fun_prop).eventually_lt continuousAt_const (by simp [effectiveTilt])
filter_upwards [hs.filter_mono nhdsWithin_le_nhds] with τ hτ
rw [Real.norm_eq_abs, Real.norm_eq_abs, abs_of_nonneg (by positivity : 0 ≤ τ ^ 4)]
convert scaled_square_remainder hb hβ hτ.le using 1
unfold effectiveTilt
ring
theorem scaled_linear_strict {b β : ℝ} (hb : 0 < b) (hβ : 0 < β)
(hβmax : β < 1 / 60) :
∀ᶠ η : ℝ in 𝓝[>] 0,
scaledCost b η (linearCap b η β) < b * height b / 2 := by
have hs : ∀ᶠ η : ℝ in 𝓝 0,
4 * (β + 2) * effectiveTilt b η ^ 2 < 1 :=
(show ContinuousAt (fun η : ℝ => 4 * (β + 2) * effectiveTilt b η ^ 2) 0 by
unfold effectiveTilt; fun_prop).eventually_lt continuousAt_const (by simp [effectiveTilt])
have hg : ∀ᶠ η : ℝ in 𝓝 0,
24 * (β + 2) ^ 2 * effectiveTilt b η ^ 2 < 1 / 30 - 2 * β :=
(show ContinuousAt (fun η : ℝ => 24 * (β + 2) ^ 2 * effectiveTilt b η ^ 2) 0 by
unfold effectiveTilt; fun_prop).eventually_lt continuousAt_const
(by simp only [effectiveTilt, zero_mul, zero_pow (by decide : 2 ≠ 0), mul_zero]; linarith)
filter_upwards [eventually_mem_nhdsWithin, hs.filter_mono nhdsWithin_le_nhds,
hg.filter_mono nhdsWithin_le_nhds] with η hη hs hg
have hηpos : 0 < η := hη
have he : 0 < effectiveTilt b η := by unfold effectiveTilt; positivity
have hcost : RadialCaps.Q (RadialCaps.linearCap β (effectiveTilt b η))
(effectiveTilt b η) < 1 := by
apply RadialCaps.strict_of_remainder he (a := 1 / 30 - 2 * β)
(K := 24 * (β + 2) ^ 2) _ hg
convert RadialCaps.linear_cost_remainder hβ.le hs.le using 1
congr 1
ring
rw [scaled_linear_cost_eq hb]
simpa only [mul_one] using mul_lt_mul_of_pos_left hcost (physical_reference_pos hb)
theorem scaled_square_strict {b β : ℝ} (hb : 0 < b) (hβ : 0 < β)
(hβmax : β < 1 / 60) :
∀ᶠ η : ℝ in 𝓝[>] 0,
scaledCost b η (squareCap b η β) < b * height b / 2 := by
have hs : ∀ᶠ η : ℝ in 𝓝 0, |effectiveTilt b η| < 1 :=
(show ContinuousAt (fun η : ℝ => |effectiveTilt b η|) 0 by
unfold effectiveTilt; fun_prop).eventually_lt continuousAt_const (by simp [effectiveTilt])
have hg : ∀ᶠ η : ℝ in 𝓝 0,
(14 + 10 * β) * effectiveTilt b η ^ 2 < 1 / 30 - 2 * β :=
(show ContinuousAt (fun η : ℝ => (14 + 10 * β) * effectiveTilt b η ^ 2) 0 by
unfold effectiveTilt; fun_prop).eventually_lt continuousAt_const
(by simp only [effectiveTilt, zero_mul, zero_pow (by decide : 2 ≠ 0), mul_zero]; linarith)
filter_upwards [eventually_mem_nhdsWithin, hs.filter_mono nhdsWithin_le_nhds,
hg.filter_mono nhdsWithin_le_nhds] with η hη hs hg
have hηpos : 0 < η := hη
have he : 0 < effectiveTilt b η := by unfold effectiveTilt; positivity
have hcost : RadialSqrtCap.cost β (effectiveTilt b η) < 1 := by
apply RadialCaps.strict_of_remainder he (a := 1 / 30 - 2 * β)
(K := 14 + 10 * β) _ hg
convert RadialSqrtCap.cost_expansion hβ.le hs.le using 1
congr 1
ring
rw [scaled_square_cost_eq hb]
simpa only [mul_one] using mul_lt_mul_of_pos_left hcost (physical_reference_pos hb)
lemma scaledCost_mul (b η c : ℝ) (T : ℝ → ℝ) :
scaledCost b η (fun s => c*T s) = c^2 * scaledCost b η T := by
unfold scaledCost scaledDensity
have hid (s : ℝ) : (c*T s)^2 /
Real.sqrt (1+η^2*((s^2+b^2)^2/4+height b^2*s^2)) =
c^2*(T s^2 / Real.sqrt (1+η^2*((s^2+b^2)^2/4+height b^2*s^2))) := by ring
simp_rw [hid]
rw [intervalIntegral.integral_const_mul]
ring
lemma centered_linear_cost_eq (b η β : ℝ) :
scaledCost b η (centeredLinearCap b η β) = 4*scaledCost b η (linearCap b η β) := by
have hc : centeredLinearCap b η β = fun s => 2*linearCap b η β s := by
funext s
unfold centeredLinearCap linearCap capPolynomial
ring
rw [hc, scaledCost_mul]
norm_num
theorem centered_linear_bigO {b β : ℝ} (hb : 0 < b) (hβ : 0 ≤ β) (a : ℝ) :
(fun τ => scaledCost b (a*τ) (centeredLinearCap b (a*τ) β) -
2*b*height b*(1+relativeQuadraticTerm b (a*τ) β))
=O[𝓝[>] (0:ℝ)] (fun τ => τ^4) := by
apply ((scaled_linear_bigO hb hβ a).const_mul_left 4).congr_left
intro τ
rw [centered_linear_cost_eq]
unfold quadraticCost
ring
theorem centered_linear_strict {b β : ℝ} (hb : 0 < b) (hβ : 0 < β)
(hβmax : β < 1/60) :
∀ᶠ η : ℝ in 𝓝[>] 0, scaledCost b η (centeredLinearCap b η β) < 2*b*height b := by
filter_upwards [scaled_linear_strict hb hβ hβmax] with η hη
rw [centered_linear_cost_eq]
linarith
theorem physical_cost_table : PhysicalCostTableStatement := by
unfold PhysicalCostTableStatement RelativeCostExpansion
refine ⟨?_, ?_, ?_, ?_, ?_, ?_, ?_⟩
· apply (scaled_linear_bigO (b := 1) (β := 1/120) (by norm_num) (by norm_num) 1).congr_left
intro τ
simp only [one_mul, quadraticCost]
rw [(scaled_table_rational_rows τ).1]
ring
· apply (scaled_linear_bigO (b := 1/2) (β := 1/120) (by norm_num) (by norm_num) (1/2)).congr_left
intro τ
rw [show (1/2:ℝ)*τ = τ/2 by ring]
unfold quadraticCost
rw [(scaled_table_rational_rows τ).2.1]
ring
· apply (scaled_linear_bigO (b := 1/Real.sqrt 2) (β := 1/125) (by positivity) (by norm_num) 1).congr_left
intro τ
simp only [one_mul, quadraticCost]
rw [scaled_table_sqrt_row]
ring
· apply (scaled_square_bigO (b := 1/Real.sqrt 2) (β := 1/125) (by positivity) (by norm_num) 1).congr_left
intro τ
simp only [one_mul, quadraticCost]
rw [scaled_table_sqrt_row]
ring
· apply (scaled_linear_bigO (b := 1/2) (β := 4/625) (by norm_num) (by norm_num) 1).congr_left
intro τ
simp only [one_mul, quadraticCost]
rw [(scaled_table_rational_rows τ).2.2.1]
ring
· apply (scaled_square_bigO (b := 1/2) (β := 1/120) (by norm_num) (by norm_num) 2).congr_left
intro τ
unfold quadraticCost
rw [(scaled_table_rational_rows τ).2.2.2.1]
ring
· apply (scaled_linear_bigO (b := 1) (β := 1/200) (by norm_num) (by norm_num) 2).congr_left
intro τ
unfold quadraticCost
rw [(scaled_table_rational_rows τ).2.2.2.2]
ring
lemma inverse_sqrt_height : height (1/Real.sqrt 2) = 1 := by
unfold height
have h : Real.sqrt 2 ≠ 0 := by positivity
field_simp
lemma inverse_sqrt_effectiveTilt (η : ℝ) : effectiveTilt (1/Real.sqrt 2) η = η/2 := by
unfold effectiveTilt
rw [div_pow, Real.sq_sqrt (by norm_num : (0:ℝ) ≤ 2)]
ring
theorem nonorth_cost_eq (ε : ℝ) (R : ℝ → ℝ) :
nonorthCost ε R = Real.sqrt 2 * RadialCaps.Q R ε := by
unfold nonorthCost
rw [centeredCost_dictionary (by positivity), inverse_sqrt_height, inverse_sqrt_effectiveTilt]
have hs : (Real.sqrt 2)^2 = (2:ℝ) := Real.sq_sqrt (by norm_num)
have hn : Real.sqrt 2 ≠ 0 := by positivity
have he : 2*ε/2 = ε := by ring
have hr (r : ℝ) : Real.sqrt 2 * (1/Real.sqrt 2*r) = r := by field_simp
simp_rw [he, hr]
rw [canonicalCost_eq_Q]
have hc : 2*(1/Real.sqrt 2)*1 = Real.sqrt 2 := by
field_simp
nlinarith only [hs]
rw [hc]
theorem nonorth_cubic_bigO :
(fun ε => nonorthCost ε (RadialCaps.cubicCap 5 ε) -
Real.sqrt 2*(1-ε^2/30+10*ε^3)) =O[𝓝[>] (0:ℝ)] (fun ε => ε^4) := by
apply ((RadialCaps.cubic_cost_bigO (c := 5) (by norm_num)).const_mul_left (Real.sqrt 2)).congr_left
intro ε
rw [nonorth_cost_eq]
ring
theorem nonorth_fractional_bigO :
(fun ε => nonorthCost ε (RadialCaps.fractionalCap 1 ε) -
Real.sqrt 2*(1-ε^2/30+2*ε^(5/2:ℝ))) =O[𝓝[>] (0:ℝ)] (fun ε => ε^4) := by
apply ((RadialCaps.fractional_cost_bigO (c := 1) (by norm_num)).const_mul_left (Real.sqrt 2)).congr_left
intro ε
rw [nonorth_cost_eq]
ring
lemma centered_fractional_cap_dictionary {η : ℝ} (hη : 0 < η) (r : ℝ) :
centeredFractionalCap (1/Real.sqrt 2) η ((1/Real.sqrt 2)*r) =
RadialCaps.fractionalCap (4*Real.sqrt 2) (η/2) r := by
unfold centeredFractionalCap RadialCaps.fractionalCap RadialCaps.H
rw [RadialCaps.rpow_five_halves hη,
RadialCaps.rpow_five_halves (by positivity : 0 < η/2), Real.sqrt_div hη.le]
simp only [mul_pow, div_pow, one_pow, Real.sq_sqrt (by norm_num : (0:ℝ) ≤ 2)]
have hn : Real.sqrt 2 ≠ 0 := by positivity
field_simp
ring
lemma centered_fractional_cost_eq {η : ℝ} (hη : 0 < η) :
scaledCost (1/Real.sqrt 2) η (centeredFractionalCap (1/Real.sqrt 2) η) =
(2/Real.sqrt 2) * RadialCaps.Q
(fun r => 1+(η/2)^2*(RadialCaps.H r+4*Real.sqrt η)) (η/2) := by
rw [centeredCost_dictionary (by positivity), inverse_sqrt_height, inverse_sqrt_effectiveTilt,
canonicalCost_eq_Q]
have hc : (fun r => centeredFractionalCap (1/Real.sqrt 2) η ((1/Real.sqrt 2)*r)) =
(fun r => 1+(η/2)^2*(RadialCaps.H r+4*Real.sqrt η)) := by
funext r
unfold centeredFractionalCap RadialCaps.H
rw [RadialCaps.rpow_five_halves hη]
simp only [mul_pow, div_pow, one_pow, Real.sq_sqrt (by norm_num : (0:ℝ) ≤ 2)]
ring
rw [hc]
ring
theorem centered_fractional_remainder {η : ℝ} (hη : 0 < η) (hη1 : η ≤ 1)
(hs : 6*η^2 ≤ 1) :
|scaledCost (1/Real.sqrt 2) η (centeredFractionalCap (1/Real.sqrt 2) η) -
(1/Real.sqrt 2)*(2-η^2/60+4*η^(5/2:ℝ))| ≤
(108/Real.sqrt 2)*η^4 := by
have hp := RadialCaps.padded_cost_remainder
(b := 4*Real.sqrt η) (c := 4) (ε := η/2)
(by positivity) (by nlinarith [Real.sqrt_le_one.mpr hη1]) (by norm_num)
(by nlinarith only [hs])
rw [centered_fractional_cost_eq hη, RadialCaps.rpow_five_halves hη]
have he : (1/Real.sqrt 2)*(2-η^2/60+4*(η^2*Real.sqrt η)) =
(2/Real.sqrt 2)*(1+(2*(4*Real.sqrt η)-1/30)*(η/2)^2) := by ring
rw [he, ← mul_sub, abs_mul, abs_of_pos (by positivity : (0:ℝ) < 2/Real.sqrt 2)]
have hh := mul_le_mul_of_nonneg_left hp (by positivity : (0:ℝ) ≤ 2/Real.sqrt 2)
exact hh.trans_eq (by ring)
theorem centered_fractional_bigO :
(fun η => scaledCost (1/Real.sqrt 2) η (centeredFractionalCap (1/Real.sqrt 2) η) -
(1/Real.sqrt 2)*(2-η^2/60+4*η^(5/2:ℝ)))
=O[𝓝[>] (0:ℝ)] (fun η => η^4) := by
apply Asymptotics.isBigO_iff.mpr
refine ⟨108/Real.sqrt 2, ?_⟩
have hs : ∀ᶠ η : ℝ in 𝓝 0, 6*η^2 < 1 :=
(show ContinuousAt (fun η : ℝ => 6*η^2) 0 by fun_prop).eventually_lt
continuousAt_const (by norm_num)
have h1 : ∀ᶠ η : ℝ in 𝓝 0, η < 1 :=
continuousAt_id.eventually_lt continuousAt_const (by norm_num)
filter_upwards [eventually_mem_nhdsWithin, hs.filter_mono nhdsWithin_le_nhds,
h1.filter_mono nhdsWithin_le_nhds] with η hη hs h1
simpa only [Real.norm_eq_abs, abs_of_nonneg (by positivity : 0 ≤ η^4)] using
centered_fractional_remainder hη h1.le hs.le
theorem centered_fractional_littleO :
(fun η => scaledCost (1/Real.sqrt 2) η (centeredFractionalCap (1/Real.sqrt 2) η) -
(1/Real.sqrt 2)*(2-η^2/60)) =o[𝓝[>] (0:ℝ)] (fun η => η^2) := by
have h4 : (fun η : ℝ => η^4) =o[𝓝[>] (0:ℝ)] (fun η => η^2) :=
(Asymptotics.isLittleO_pow_pow (by norm_num : 2 < 4)).mono nhdsWithin_le_nhds
have hsqrt : (fun η : ℝ => Real.sqrt η) =o[𝓝[>] (0:ℝ)] (fun _ => (1:ℝ)) := by
apply (Asymptotics.isLittleO_one_iff ℝ).mpr
simpa using (Real.continuous_sqrt.tendsto (0:ℝ)).mono_left nhdsWithin_le_nhds
have hm : (fun η : ℝ => η^2*Real.sqrt η) =o[𝓝[>] (0:ℝ)] (fun η => η^2) := by
simpa only [mul_one] using (Asymptotics.isBigO_refl (fun η : ℝ => η^2) (𝓝[>] (0:ℝ))).mul_isLittleO hsqrt
have hf : (fun η : ℝ => η^(5/2:ℝ)) =o[𝓝[>] (0:ℝ)] (fun η => η^2) := by
apply hm.congr' _ Filter.EventuallyEq.rfl
filter_upwards [eventually_mem_nhdsWithin] with η hη
exact (RadialCaps.rpow_five_halves hη).symm
apply ((centered_fractional_bigO.trans_isLittleO h4).add
(hf.const_mul_left (4/Real.sqrt 2))).congr_left
intro η
ring
theorem centered_fractional_strict :
∀ᶠ η : ℝ in 𝓝[>] 0, scaledCost (1/Real.sqrt 2) η
(centeredFractionalCap (1/Real.sqrt 2) η) < 2/Real.sqrt 2 := by
have hs : ∀ᶠ η : ℝ in 𝓝 0, 6*η^2 < 1 :=
(show ContinuousAt (fun η : ℝ => 6*η^2) 0 by fun_prop).eventually_lt
continuousAt_const (by norm_num)
have h1 : ∀ᶠ η : ℝ in 𝓝 0, η < 1 :=
continuousAt_id.eventually_lt continuousAt_const (by norm_num)
have hg : ∀ᶠ η : ℝ in 𝓝 0, 108*η^2+4*Real.sqrt η < 1/60 :=
(show ContinuousAt (fun η : ℝ => 108*η^2+4*Real.sqrt η) 0 by fun_prop).eventually_lt
continuousAt_const (by norm_num)
filter_upwards [eventually_mem_nhdsWithin, hs.filter_mono nhdsWithin_le_nhds,
h1.filter_mono nhdsWithin_le_nhds, hg.filter_mono nhdsWithin_le_nhds] with η hη hs h1 hg
have hηpos : 0 < η := hη
have hrem := (abs_le.mp (centered_fractional_remainder hηpos h1.le hs.le)).2
rw [RadialCaps.rpow_five_halves hηpos] at hrem
have hgap := mul_lt_mul_of_pos_right hg (sq_pos_of_pos hηpos)
have hroot : 0 < Real.sqrt 2 := by positivity
calc
_ ≤ (1/Real.sqrt 2)*(2-η^2/60+4*(η^2*Real.sqrt η)) +
(108/Real.sqrt 2)*η^4 := by linarith only [hrem]
_ < 2/Real.sqrt 2 := by
apply sub_neg.mp
have he : (1/Real.sqrt 2)*(2-η^2/60+4*(η^2*Real.sqrt η)) +
(108/Real.sqrt 2)*η^4 - 2/Real.sqrt 2 =
((108*η^2+4*Real.sqrt η)*η^2-(1/60)*η^2)/Real.sqrt 2 := by ring
rw [he]
exact div_neg_of_neg_of_pos (sub_neg.mpr hgap) hroot
theorem physical_cost_variants : PhysicalCostVariantsStatement where
linearExpansion := fun _ _ a hb hβ => scaled_linear_bigO hb hβ a
squareExpansion := fun _ _ a hb hβ => scaled_square_bigO hb hβ a
linearSaving := fun _ _ hb hβ hβmax => scaled_linear_strict hb hβ hβmax
squareSaving := fun _ _ hb hβ hβmax => scaled_square_strict hb hβ hβmax
table := physical_cost_table
centeredLinearExpansion := fun _ _ a hb hβ => centered_linear_bigO hb hβ a
centeredLinearSaving := fun _ _ hb hβ hβmax => centered_linear_strict hb hβ hβmax
centeredFractionalDictionary := fun _ hη r => centered_fractional_cap_dictionary hη r
centeredFractionalExpansion := centered_fractional_bigO
centeredFractionalLittleO := centered_fractional_littleO
centeredFractionalSaving := centered_fractional_strict
nonorthDictionary := nonorth_cost_eq
nonorthCubic := nonorth_cubic_bigO
nonorthFractional := nonorth_fractional_bigO
end RadialPhysical
end
end OAI