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LeanPool.HighContrastHomogenization.Entry.Response.Rows.CellHalfCarrierBound

High-contrast homogenization: Entry.Response.Rows.CellHalfCarrierBound #

Imported from the Apache-2.0 HighContrastHomogenization development at commit 7a13dbcd8d6609264a713373f5c69ceeac870472.

The Cell Half of the Cutoff-Mean Row at the Response Carriers #

The cell half of the two cutoff-mean rows of p.response.transfer asserts that the modulus of the dual pairing of the cell part of the cutoff-mean defect against a state Y^∓ is at most √(L_s^∓) · √(2 tau^∓). This file assembles that bound from its established pieces: the abstract cell-pairing row supplies the annealed Cauchy-Schwarz estimate and the stationarity collapse of the annealed head, the per-cell dual pairing discharges its pathwise hypothesis at an almost-everywhere elliptic response coefficient, the doubled deficit rescaling supplies the annealed flat deficit as 2 tau^∓, and the linearity of the crossed pairing together with mean cancellation rewrites the abstract statement back into the pairing of the cell part against Y^∓. The result is the carrier-level form of the cell half of the response-transfer estimate, for each sign.

The cell half of the cutoff-mean row on the carriers #

The cell half of the two cutoff-mean rows of p.response.transfer asserts that the modulus of the dual pairing of the cell part of the cutoff-mean defect against Y^∓ is at most √(L_s^∓) * √(2 tau^∓). This module assembles that statement from the established pieces: the abstract cell-pairing row abs_integral_avsum_weighted_pairing_le_respLsMinus / …Plus supplies the annealed Cauchy--Schwarz estimate and the collapse of the annealed head, the per-cell pairing bound abs_dualPairing_diff_cellAverage_adaptedCellAtCenter_le discharges its pathwise hypothesis at the almost-everywhere elliptic response coefficient, the deficit rescaling integral_avsum_two_subcellDeficit_eq_two_respTauMinus / …Plus discharges the value of the annealed flat deficit, and the crossed-pairing linearity vecDot_avsum_integral_eq_integral_avsum_pairing together with the mean cancellation avsum_weighted_integral_cellAverage_subcellOptimizer_eq_zero rewrites the abstract flat average back into the pairing of the cell part Ncell against Y^∓.

theorem HCPolySupport.HighContrast.Multiscale.abs_vecDot_cellPart_respYMinus_le {d : ℕ} [NeZero d] (P : MeasureTheory.Measure (CoeffSpace d)) [MeasureTheory.IsProbabilityMeasure P] (hstat : IsStationaryLaw P) (jStar : ℕ) (hjStar : 2 * d ≤ 3 ^ jStar) (F : BlockMat d) (hm : Matrix.PosDef (explicitCanonicalMetric F)) (H : ℕ) (s t : ℤ) (ht : t = s + ↑H) (hjs : ↑jStar ≤ s) (e : Vec d) (φ : Vec d → ℝ) (hφ : IsResponseCutoff (respGrid jStar F) t φ) (uM : (a : CoeffSpace d) → AHarmonicFunction (respCoeffMinus F a) (respCell jStar F t)) (hmax : ∀ (a : CoeffSpace d), IsResponseMaximizer (respCell jStar F t) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (respCoeffMinus F a) (uM a)) (v : (w : Fin d → ℤ) → (a : CoeffSpace d) → AHarmonicFunction (respCoeffMinus F a) (adaptedCellAtCenter (respGrid jStar F) s w)) (hmaxV : ∀ w ∈ triadicIndexBox d H, ∀ (a : CoeffSpace d), IsResponseMaximizer (adaptedCellAtCenter (respGrid jStar F) s w) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (respCoeffMinus F a) (v w a)) (hsum : Summable (respSourceLoadSummand P jStar F s (respCoeffMinus F) (respYMinus P jStar F t e))) (hblk : ∀ (w : Fin d → ℤ), HasIntegrableCoarseBlock P (adaptedCellAtCenter (respGrid jStar F) s w)) (hrespint : ∀ (a : CoeffSpace d), MeasureTheory.IntegrableOn (scalarResponseIntegrand (respCell jStar F t) (respCoeffMinus F a) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (uM a)) (respCell jStar F t) MeasureTheory.volume) (hJint : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => ResponseJ (adaptedCellAtCenter (respGrid jStar F) s w) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (respCoeffMinus F a)) P) (hRint : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) (scalarResponseIntegrand (respCell jStar F t) (respCoeffMinus F a) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (uM a))) P) (hJt : MeasureTheory.Integrable (fun (a : CoeffSpace d) => respJ (respGrid jStar F) t (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (respCoeffMinus F a)) P) (hJs : MeasureTheory.Integrable (fun (a : CoeffSpace d) => respJ (respGrid jStar F) s (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (respCoeffMinus F a)) P) (hUL : ∀ w ∈ triadicIndexBox d H, ∀ (a : CoeffSpace d), 0 ≤ vecDot (respYMinus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).upperLeft (respYMinus P jStar F t e).1)) (hLR : ∀ w ∈ triadicIndexBox d H, ∀ (a : CoeffSpace d), 0 ≤ vecDot (respYMinus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).lowerRight (respYMinus P jStar F t e).2)) (hentUL : ∀ w ∈ triadicIndexBox d H, ∀ (i j : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).upperLeft i j) P) (hentLR : ∀ w ∈ triadicIndexBox d H, ∀ (i j : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).lowerRight i j) P) (hqUL : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => vecDot (respYMinus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).upperLeft (respYMinus P jStar F t e).1)) P) (hqLR : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => vecDot (respYMinus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).lowerRight (respYMinus P jStar F t e).2)) P) (hcross : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => √(vecDot (respYMinus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).upperLeft (respYMinus P jStar F t e).1)) * √(vecDot (respYMinus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).lowerRight (respYMinus P jStar F t e).2))) P) (hsq : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => (√(vecDot (respYMinus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).upperLeft (respYMinus P jStar F t e).1)) + √(vecDot (respYMinus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).lowerRight (respYMinus P jStar F t e).2))) ^ 2) P) (hFint : MeasureTheory.Integrable (fun (a : CoeffSpace d) => (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (√(vecDot (respYMinus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).upperLeft (respYMinus P jStar F t e).1)) + √(vecDot (respYMinus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).lowerRight (respYMinus P jStar F t e).2))) ^ 2) P) (hDint : MeasureTheory.Integrable (fun (a : CoeffSpace d) => (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, 2 * (ResponseJ (adaptedCellAtCenter (respGrid jStar F) s w) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (respCoeffMinus F a) - volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) (scalarResponseIntegrand (respCell jStar F t) (respCoeffMinus F a) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (uM a)))) P) (hMidint : MeasureTheory.Integrable (fun (a : CoeffSpace d) => √((↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (√(vecDot (respYMinus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).upperLeft (respYMinus P jStar F t e).1)) + √(vecDot (respYMinus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).lowerRight (respYMinus P jStar F t e).2))) ^ 2) * √((↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, 2 * (ResponseJ (adaptedCellAtCenter (respGrid jStar F) s w) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (respCoeffMinus F a) - volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) (scalarResponseIntegrand (respCell jStar F t) (respCoeffMinus F a) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (uM a))))) P) (hPint : MeasureTheory.Integrable (fun (a : CoeffSpace d) => (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => φ x - 1) * (√((√(vecDot (respYMinus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).upperLeft (respYMinus P jStar F t e).1)) + √(vecDot (respYMinus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffMinus F a)).lowerRight (respYMinus P jStar F t e).2))) ^ 2) * √(2 * (ResponseJ (adaptedCellAtCenter (respGrid jStar F) s w) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (respCoeffMinus F a) - volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) (scalarResponseIntegrand (respCell jStar F t) (respCoeffMinus F a) (respP (respMean P jStar F t) e) (respqMinus P jStar F t e) (uM a)))))) P) (hPint' : MeasureTheory.Integrable (fun (a : CoeffSpace d) => (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => φ x - 1) * (vecDot (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffMinus F a) (uM a)) - cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffMinus F a) (v w a))).1 (respYMinus P jStar F t e).2 + vecDot (respYMinus P jStar F t e).1 (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffMinus F a) (uM a)) - cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffMinus F a) (v w a))).2)) P) (hmeasBlk : ∀ (α β : BlockCoord d), MeasureTheory.AEStronglyMeasurable (fun (a : CoeffSpace d) => blockMatEntry (coarseBlockMatrix (adaptedCell (respGrid jStar F) s) (respCoeffMinus F a)) α β) P) (hintM1 : ∀ w ∈ triadicIndexBox d H, ∀ (i : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffMinus F a) (uM a))).1 i) P) (hintM2 : ∀ w ∈ triadicIndexBox d H, ∀ (i : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffMinus F a) (uM a))).2 i) P) (hintNs1 : ∀ w ∈ triadicIndexBox d H, ∀ (i : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffMinus F a) (v w a))).1 i) P) (hintNs2 : ∀ w ∈ triadicIndexBox d H, ∀ (i : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffMinus F a) (v w a))).2 i) P) (Ncell : BlockVec d) (hNcell : Ncell = (fun (i : Fin d) => ∫ (a : CoeffSpace d), (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => φ x - 1) * volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => (optimizerField (respCoeffMinus F a) (uM a) x).1 i ∂P, fun (i : Fin d) => ∫ (a : CoeffSpace d), (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => φ x - 1) * volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => (optimizerField (respCoeffMinus F a) (uM a) x).2 i ∂P)) :
|vecDot Ncell.1 (respYMinus P jStar F t e).2 + vecDot (respYMinus P jStar F t e).1 Ncell.2| ≤ √(respLsMinus P jStar F s t e) * √(2 * respTauMinus P jStar F s t e)

The cell half of the cutoff-mean row on the carriers, minus sign. Let Ncell be the cell part of the cutoff-mean defect of p.response.transfer produced by the centred cutoff decomposition of the terminal optimizer state of the recentred coefficient a_- = a - g, namely the weighted flat average over the depth-H subcells of the subcell mean of φ - 1 times the subcell mean of the doubled optimizer field. Then the modulus of the crossed pairing of Ncell against the dual variable Y^- is at most √(L_s^-) * √(2 tau^-). The proof runs the abstract cell-pairing row at the concrete crossing of the difference between the terminal and subcell optimizer means, discharges its pathwise bound by the direct full-dual pairing estimate, discharges its deficit value by the rescaling of the mean subcell deficit, and rewrites its flat average back to Ncell with the crossed-pairing linearity and the cancellation of the constant cell means.

theorem HCPolySupport.HighContrast.Multiscale.abs_vecDot_cellPart_respYPlus_le {d : ℕ} [NeZero d] (P : MeasureTheory.Measure (CoeffSpace d)) [MeasureTheory.IsProbabilityMeasure P] (hstat : IsStationaryLaw P) (jStar : ℕ) (hjStar : 2 * d ≤ 3 ^ jStar) (F : BlockMat d) (hm : Matrix.PosDef (explicitCanonicalMetric F)) (H : ℕ) (s t : ℤ) (ht : t = s + ↑H) (hjs : ↑jStar ≤ s) (e : Vec d) (φ : Vec d → ℝ) (hφ : IsResponseCutoff (respGrid jStar F) t φ) (uP : (a : CoeffSpace d) → AHarmonicFunction (respCoeffPlus F a) (respCell jStar F t)) (hmax : ∀ (a : CoeffSpace d), IsResponseMaximizer (respCell jStar F t) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (respCoeffPlus F a) (uP a)) (v : (w : Fin d → ℤ) → (a : CoeffSpace d) → AHarmonicFunction (respCoeffPlus F a) (adaptedCellAtCenter (respGrid jStar F) s w)) (hmaxV : ∀ w ∈ triadicIndexBox d H, ∀ (a : CoeffSpace d), IsResponseMaximizer (adaptedCellAtCenter (respGrid jStar F) s w) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (respCoeffPlus F a) (v w a)) (hsum : Summable (respSourceLoadSummand P jStar F s (respCoeffPlus F) (respYPlus P jStar F t e))) (hblk : ∀ (w : Fin d → ℤ), HasIntegrableCoarseBlock P (adaptedCellAtCenter (respGrid jStar F) s w)) (hrespint : ∀ (a : CoeffSpace d), MeasureTheory.IntegrableOn (scalarResponseIntegrand (respCell jStar F t) (respCoeffPlus F a) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (uP a)) (respCell jStar F t) MeasureTheory.volume) (hJint : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => ResponseJ (adaptedCellAtCenter (respGrid jStar F) s w) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (respCoeffPlus F a)) P) (hRint : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) (scalarResponseIntegrand (respCell jStar F t) (respCoeffPlus F a) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (uP a))) P) (hJt : MeasureTheory.Integrable (fun (a : CoeffSpace d) => respJ (respGrid jStar F) t (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (respCoeffPlus F a)) P) (hJs : MeasureTheory.Integrable (fun (a : CoeffSpace d) => respJ (respGrid jStar F) s (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (respCoeffPlus F a)) P) (hUL : ∀ w ∈ triadicIndexBox d H, ∀ (a : CoeffSpace d), 0 ≤ vecDot (respYPlus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).upperLeft (respYPlus P jStar F t e).1)) (hLR : ∀ w ∈ triadicIndexBox d H, ∀ (a : CoeffSpace d), 0 ≤ vecDot (respYPlus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).lowerRight (respYPlus P jStar F t e).2)) (hentUL : ∀ w ∈ triadicIndexBox d H, ∀ (i j : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).upperLeft i j) P) (hentLR : ∀ w ∈ triadicIndexBox d H, ∀ (i j : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).lowerRight i j) P) (hqUL : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => vecDot (respYPlus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).upperLeft (respYPlus P jStar F t e).1)) P) (hqLR : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => vecDot (respYPlus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).lowerRight (respYPlus P jStar F t e).2)) P) (hcross : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => √(vecDot (respYPlus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).upperLeft (respYPlus P jStar F t e).1)) * √(vecDot (respYPlus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).lowerRight (respYPlus P jStar F t e).2))) P) (hsq : ∀ w ∈ triadicIndexBox d H, MeasureTheory.Integrable (fun (a : CoeffSpace d) => (√(vecDot (respYPlus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).upperLeft (respYPlus P jStar F t e).1)) + √(vecDot (respYPlus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).lowerRight (respYPlus P jStar F t e).2))) ^ 2) P) (hFint : MeasureTheory.Integrable (fun (a : CoeffSpace d) => (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (√(vecDot (respYPlus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).upperLeft (respYPlus P jStar F t e).1)) + √(vecDot (respYPlus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).lowerRight (respYPlus P jStar F t e).2))) ^ 2) P) (hDint : MeasureTheory.Integrable (fun (a : CoeffSpace d) => (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, 2 * (ResponseJ (adaptedCellAtCenter (respGrid jStar F) s w) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (respCoeffPlus F a) - volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) (scalarResponseIntegrand (respCell jStar F t) (respCoeffPlus F a) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (uP a)))) P) (hMidint : MeasureTheory.Integrable (fun (a : CoeffSpace d) => √((↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (√(vecDot (respYPlus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).upperLeft (respYPlus P jStar F t e).1)) + √(vecDot (respYPlus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).lowerRight (respYPlus P jStar F t e).2))) ^ 2) * √((↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, 2 * (ResponseJ (adaptedCellAtCenter (respGrid jStar F) s w) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (respCoeffPlus F a) - volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) (scalarResponseIntegrand (respCell jStar F t) (respCoeffPlus F a) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (uP a))))) P) (hPint : MeasureTheory.Integrable (fun (a : CoeffSpace d) => (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => φ x - 1) * (√((√(vecDot (respYPlus P jStar F t e).1 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).upperLeft (respYPlus P jStar F t e).1)) + √(vecDot (respYPlus P jStar F t e).2 (matVecMul (coarseBlockMatrix (adaptedCellAtCenter (respGrid jStar F) s w) (respCoeffPlus F a)).lowerRight (respYPlus P jStar F t e).2))) ^ 2) * √(2 * (ResponseJ (adaptedCellAtCenter (respGrid jStar F) s w) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (respCoeffPlus F a) - volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) (scalarResponseIntegrand (respCell jStar F t) (respCoeffPlus F a) (respP (respMean P jStar F t) e) (respqPlus P jStar F t e) (uP a)))))) P) (hPint' : MeasureTheory.Integrable (fun (a : CoeffSpace d) => (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => φ x - 1) * (vecDot (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffPlus F a) (uP a)) - cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffPlus F a) (v w a))).1 (respYPlus P jStar F t e).2 + vecDot (respYPlus P jStar F t e).1 (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffPlus F a) (uP a)) - cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffPlus F a) (v w a))).2)) P) (hmeasBlk : ∀ (α β : BlockCoord d), MeasureTheory.AEStronglyMeasurable (fun (a : CoeffSpace d) => blockMatEntry (coarseBlockMatrix (adaptedCell (respGrid jStar F) s) (respCoeffPlus F a)) α β) P) (hintM1 : ∀ w ∈ triadicIndexBox d H, ∀ (i : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffPlus F a) (uP a))).1 i) P) (hintM2 : ∀ w ∈ triadicIndexBox d H, ∀ (i : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffPlus F a) (uP a))).2 i) P) (hintNs1 : ∀ w ∈ triadicIndexBox d H, ∀ (i : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffPlus F a) (v w a))).1 i) P) (hintNs2 : ∀ w ∈ triadicIndexBox d H, ∀ (i : Fin d), MeasureTheory.Integrable (fun (a : CoeffSpace d) => (cellAverage (adaptedCellAtCenter (respGrid jStar F) s w) (optimizerField (respCoeffPlus F a) (v w a))).2 i) P) (Ncell : BlockVec d) (hNcell : Ncell = (fun (i : Fin d) => ∫ (a : CoeffSpace d), (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => φ x - 1) * volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => (optimizerField (respCoeffPlus F a) (uP a) x).1 i ∂P, fun (i : Fin d) => ∫ (a : CoeffSpace d), (↑(triadicIndexBox d H).card)⁻¹ * ∑ w ∈ triadicIndexBox d H, (volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => φ x - 1) * volumeAverage (adaptedCellAtCenter (respGrid jStar F) s w) fun (x : Vec d) => (optimizerField (respCoeffPlus F a) (uP a) x).2 i ∂P)) :
|vecDot Ncell.1 (respYPlus P jStar F t e).2 + vecDot (respYPlus P jStar F t e).1 Ncell.2| ≤ √(respLsPlus P jStar F s t e) * √(2 * respTauPlus P jStar F s t e)

The cell half of the cutoff-mean row on the carriers, plus sign. The adjoint twin of abs_vecDot_cellPart_respYMinus_le: Ncell is the cell part of the cutoff-mean defect for the adjoint recentred coefficient a_+ = aᵗ + g, built from the terminal optimizer family uP, and the modulus of its crossed pairing against Y^+ is at most √(L_s^+) * √(2 tau^+). The proof is the same as for the minus sign, with the adjoint per-cell pairing bound, the adjoint deficit rescaling and the adjoint mean cancellation.