TheoremBase

Polarization writes inner products of H as lattice sums, so the cut-off projection is an H-contraction; this gives 0 <= GNG_N <= IHI_H, the monotone-nonlinearity properties of the cut-off drift and the cost bounds. For convergence the difference of the shifted operators splits into trace, gradient-form, drift and cost tails outside the cube, each bounded by a tail estimate via the summable weights mu−2mu^-2 and the smallness of 1/mu_k outside large cubes. Compactness: the triple is diagonal with weights mukappa(j)mu_kappa(j) tending to infinity.

Proof

Each result cited below is universally quantified over the data in its own statement.

Elementary facts about real numbers (arithmetic and order, absolute values, squares and their monotonicity on nonnegative numbers, finite sums and sums over finite sets, limits of sequences and their order properties, the Archimedean property) are those of The Real Numbers: Standing Notation and Background and are used without further mention. Cube sums SN(a)=∑k∈ΓNa(k)S_{N}(a)=\sum_{k\in\Gamma_{N}}a(k), cube-summability and lattice sums ∑k∈Zna(k)\sum_{k\in\mathbb{Z}^{n}}a(k) are those of Cube Sums of Families on the Integer Lattice.

Step 0 (Standing facts). By The Wick-Square Problem on the Sobolev Triple of Order Two: Standing Notation §triple, H=H−3(Tn)H=H^{-3}(\mathbb{T}^{n}) and V=H−2(Tn)V=H^{-2}(\mathbb{T}^{n}) with the inner products and norms of orders −3-3 and −2-2; by The Negative-Order Sobolev Spaces of the Torus §space these, and H−1=H−1(Tn)H^{-1}=H^{-1}(\mathbb{T}^{n}), are linear subspaces of Map(Zn,R)\mathrm{Map}(\mathbb{Z}^{n},\mathbb{R}) under the pointwise operations, and H−1⊆V⊆HH^{-1}\subseteq V\subseteq H by The Negative-Order Sobolev Spaces of the Torus are Hilbert Spaces: the Embedding of the Square-Integrable Classes, the Rescaled Trigonometric Basis, the Series Form of the Inner Product and the Inclusion of the Scale §inclusion. Hence sums, differences and scalar multiples of elements of HH are computed mode by mode. We record the following facts, valid for every mode k∈Znk\in\mathbb{Z}^{n}.

(F1) By Lattice Sums of the Fourier Weights of the Torus, and the Negative Sobolev Norms as Lattice Sums §sobolev, used with m=3m=3 and with m=2m=2: for z∈Hz\in H the family k↦z(k)2/μk3k\mapsto z(k)^{2}/\mu_{k}^{3} is cube-summable with lattice sum ∣z∣H2|z|_{H}^{2}, and for y∈Vy\in V the family k↦y(k)2/μk2k\mapsto y(k)^{2}/\mu_{k}^{2} is cube-summable with lattice sum ∣y∣V2|y|_{V}^{2}.

(F2) By Lattice Sums of the Fourier Weights of the Torus, and the Negative Sobolev Norms as Lattice Sums §units, used with m=3m=3 and m=2m=2, ∣ek∣H2=1μk3|e_{k}|_{H}^{2}=\tfrac{1}{\mu_{k}^{3}} and ∣ek∣V2=1μk2|e_{k}|_{V}^{2}=\tfrac{1}{\mu_{k}^{2}}; by The Sobolev Triple of Order Two for the Wick-Square Problem: the Domain Is the Sobolev Space of Order -1, Unit Families Are Square-Summable, the Gradient Form and the Riccati Drift §pairings, ⟨z,ek⟩H=z(k)/μk3\langle z,e_{k}\rangle_{H}=z(k)/\mu_{k}^{3} for z∈Hz\in H.

(F3) By The Sobolev Triple of Order Two for the Wick-Square Problem: the Domain Is the Sobolev Space of Order -1, Unit Families Are Square-Summable, the Gradient Form and the Riccati Drift §domain, D(A)=H−1D(A)=H^{-1} and, for x∈D(A)x\in D(A), Ax∈HAx\in H is the family k↦μkx(k)k\mapsto\mu_{k}x(k).

(F4) By The Wick-Square Problem on the Torus: Standing Notation §modes, 1≤μk1\le\mu_{k}; hence 0<1μkj≤1μk≤10<\tfrac{1}{\mu_{k}^{j}}\le\tfrac{1}{\mu_{k}}\le1 for every j∈Nj\in\mathbb{N}.

(F5) By The Riccati Coefficients of the Wick-Square Problem: Existence, the Gaussian Profile and Summable Constants §root, 0<qk0<q_{k}, and by The Riccati Coefficients of the Wick-Square Problem: Existence, the Gaussian Profile and Summable Constants §profile, qk≤β2μkq_{k}\le\tfrac{\beta}{2\mu_{k}}; thus 0<2qk≤βμk0<2q_{k}\le\tfrac{\beta}{\mu_{k}}.

(F6) Let N∈NN\in\mathbb{N}. By The Galerkin Problems of the Wick-Square Problem: Standing Notation for Cubes of Modes, Coordinates, the Free Galerkin Quadratic and the Riccati Potential §coordinates, for every z∈Map(Zn,R)z\in\mathrm{Map}(\mathbb{Z}^{n},\mathbb{R}) the family ΠNz\Pi_{N}z equals z(k)z(k) at k∈ΓNk\in\Gamma_{N} and 00 at k∉ΓNk\notin\Gamma_{N}, and lies in H−1H^{-1}, hence in VV and in HH; consequently ΠN(z−z′)=ΠNz−ΠNz′\Pi_{N}(z-z')=\Pi_{N}z-\Pi_{N}z'. By The Shifted Hamilton-Jacobi-Bellman Equation of the Wick-Square Problem with Noise, Control and Cost Cut Off to a Cube of Modes §data, BqNx=ΠN(Bqx)B^{N}_{q}x=\Pi_{N}(B_{q}x) for x∈Vx\in V, where (Bqx)(k)=2qkx(k)(B_{q}x)(k)=2q_{k}x(k) by The Wick-Square Problem on the Sobolev Triple of Order Two: Standing Notation §riccati, and GN(p,p′)=∑k∈ΓN⟨p,ek⟩H⟨p′,ek⟩HG_{N}(p,p')=\sum_{k\in\Gamma_{N}}\langle p,e_{k}\rangle_{H}\langle p',e_{k}\rangle_{H}.

(F7) ΓN\Gamma_{N} is a nonempty finite set, ΓN⊆ΓM\Gamma_{N}\subseteq\Gamma_{M} for N≤MN\le M, by The Cubes of the Integer Lattice are Finite, Nested, Exhaust the Lattice and Have (2N+1)^n Points §finite and The Cubes of the Integer Lattice are Finite, Nested, Exhaust the Lattice and Have (2N+1)^n Points §nested; and k∉ΓNk\notin\Gamma_{N} means that some component kik_{i} fails −N≤ki≤N-N\le k_{i}\le N.

Step 1 (Inner products of HH as lattice sums). Let z,w∈Hz,w\in H. Then z+wz+w and z−wz-w lie in HH, so by (F1) the families k↦(z(k)+w(k))2/μk3k\mapsto(z(k)+w(k))^{2}/\mu_{k}^{3} and k↦(z(k)−w(k))2/μk3k\mapsto(z(k)-w(k))^{2}/\mu_{k}^{3} are cube-summable with lattice sums ∣z+w∣H2|z+w|_{H}^{2} and ∣z−w∣H2|z-w|_{H}^{2}. Since (z(k)+w(k))2−(z(k)−w(k))2=4z(k)w(k)(z(k)+w(k))^{2}-(z(k)-w(k))^{2}=4z(k)w(k), the family k↦z(k)w(k)/μk3k\mapsto z(k)w(k)/\mu_{k}^{3} is 14\tfrac14 times the first family plus −14-\tfrac14 times the second, so by Lattice Sums along Cubes: Linearity, Nonnegative Families, Absolute Summability, Comparison and Finitely Supported Families §linear it is cube-summable with lattice sum 14(∣z+w∣H2−∣z−w∣H2)\tfrac14(|z+w|_{H}^{2}-|z-w|_{H}^{2}). Expanding the squared norms, which satisfy ∣z±w∣H2=⟨z±w,z±w⟩H|z\pm w|_{H}^{2}=\langle z\pm w,z\pm w\rangle_{H} by Real Inner Product Space §norm, by the symmetry, additivity and homogeneity of ⟨⋅,⋅⟩H\langle\cdot,\cdot\rangle_{H} (Real Inner Product Space §inner-product) gives ∣z±w∣H2=∣z∣H2±2⟨z,w⟩H+∣w∣H2|z\pm w|_{H}^{2}=|z|_{H}^{2}\pm2\langle z,w\rangle_{H}+|w|_{H}^{2}, so

⟨z,w⟩H=∑k∈Znz(k)w(k)μk3.\langle z,w\rangle_{H}=\sum_{k\in\mathbb{Z}^{n}}\frac{z(k)w(k)}{\mu_{k}^{3}}.

If moreover z(k)=0z(k)=0 for every k∉ΓNk\notin\Gamma_{N}, the family vanishes off the nonempty finite set ΓN\Gamma_{N}, and Lattice Sums along Cubes: Linearity, Nonnegative Families, Absolute Summability, Comparison and Finitely Supported Families §finite-support gives ⟨z,w⟩H=∑k∈ΓNz(k)w(k)/μk3\langle z,w\rangle_{H}=\sum_{k\in\Gamma_{N}}z(k)w(k)/\mu_{k}^{3}.

Step 2 (The projection is an HH-contraction). Let z∈Hz\in H. By (F6), ΠNz∈H\Pi_{N}z\in H vanishes off ΓN\Gamma_{N}, so Step 1 (with both arguments ΠNz\Pi_{N}z) gives ∣ΠNz∣H2=∑k∈ΓNz(k)2/μk3|\Pi_{N}z|_{H}^{2}=\sum_{k\in\Gamma_{N}}z(k)^{2}/\mu_{k}^{3}. The family k↦z(k)2/μk3k\mapsto z(k)^{2}/\mu_{k}^{3} is nonnegative and, by (F1), cube-summable with lattice sum ∣z∣H2|z|_{H}^{2}, so Lattice Sums along Cubes: Linearity, Nonnegative Families, Absolute Summability, Comparison and Finitely Supported Families §nonnegative (with E=ΓNE=\Gamma_{N}) gives ∣ΠNz∣H2≤∣z∣H2|\Pi_{N}z|_{H}^{2}\le|z|_{H}^{2}, hence ∣ΠNz∣H≤∣z∣H|\Pi_{N}z|_{H}\le|z|_{H}, both norms being nonnegative.

Step 3 (Clause 1: uniform hypotheses). Fix N∈NN\in\mathbb{N}.

The form GNG_{N}. Each map p↦⟨p,ek⟩Hp\mapsto\langle p,e_{k}\rangle_{H} is linear, so GNG_{N}, a sum over the finite set ΓN\Gamma_{N} of products of two such maps, is symmetric, additive and homogeneous in its first argument. By the Cauchy-Schwarz inequality The Cauchy-Schwarz Inequality in a Real Inner Product Space, ∣⟨p,ek⟩H∣≤∣p∣H∣ek∣H|\langle p,e_{k}\rangle_{H}|\le|p|_{H}|e_{k}|_{H}, so ∣GN(p,p′)∣≤CN∣p∣H∣p′∣H|G_{N}(p,p')|\le C_{N}|p|_{H}|p'|_{H} with CN=∑k∈ΓN∣ek∣H2C_{N}=\sum_{k\in\Gamma_{N}}|e_{k}|_{H}^{2}. Hence GN∈Sym(H)G_{N}\in\mathrm{Sym}(H) by Bounded Symmetric Bilinear Forms on a Real Inner Product Space: Norm, Order, Identity Form and Restriction §form. For p∈Hp\in H put ξp(k)=⟨p,ek⟩H2≥0\xi_{p}(k)=\langle p,e_{k}\rangle_{H}^{2}\ge0. Then GN(p,p)=SN(ξp)≥0=0Sym(p,p)G_{N}(p,p)=S_{N}(\xi_{p})\ge0=0_{\mathrm{Sym}}(p,p). By The Sobolev Triple of Order Two for the Wick-Square Problem: the Domain Is the Sobolev Space of Order -1, Unit Families Are Square-Summable, the Gradient Form and the Riccati Drift §gradient-form (and The Wick-Square Problem on the Sobolev Triple of Order Two: Standing Notation §noise) ξp\xi_{p} is cube-summable with lattice sum G(p,p)G(p,p), and G(p,p)≤IH(p,p)=∣p∣H2G(p,p)\le I_{H}(p,p)=|p|_{H}^{2}; by Lattice Sums along Cubes: Linearity, Nonnegative Families, Absolute Summability, Comparison and Finitely Supported Families §nonnegative, SN(ξp)≤G(p,p)S_{N}(\xi_{p})\le G(p,p). Thus 0≤GN(p,p)≤∣p∣H20\le G_{N}(p,p)\le|p|_{H}^{2} for every p∈Hp\in H, which is 0Sym⪯GN⪯IH0_{\mathrm{Sym}}\preceq G_{N}\preceq I_{H} by Bounded Symmetric Bilinear Forms on a Real Inner Product Space: Norm, Order, Identity Form and Restriction §order.

The map BqNB^{N}_{q}. It maps VV into HH by (F6). Monotonicity: for x,y∈Vx,y\in V, by (F6) the vector BqNx−BqNy=ΠN(Bqx−Bqy)B^{N}_{q}x-B^{N}_{q}y=\Pi_{N}(B_{q}x-B_{q}y) is the family equal to 2qk(x(k)−y(k))2q_{k}(x(k)-y(k)) on ΓN\Gamma_{N} and 00 off ΓN\Gamma_{N}, and x−y∈Hx-y\in H; Step 1 gives

⟨BqNx−BqNy, x−y⟩H=∑k∈ΓN2qk(x(k)−y(k))2μk3≥0,\langle B^{N}_{q}x-B^{N}_{q}y,\,x-y\rangle_{H}=\sum_{k\in\Gamma_{N}}\frac{2q_{k}(x(k)-y(k))^{2}}{\mu_{k}^{3}}\ge0,

a finite sum of nonnegative numbers by (F5). AA-monotonicity: for x∈D(A)x\in D(A), BqNxB^{N}_{q}x equals 2qkx(k)2q_{k}x(k) on ΓN\Gamma_{N} and 00 off it, and (Ax)(k)=μkx(k)(Ax)(k)=\mu_{k}x(k) by (F3); Step 1 gives ⟨BqNx,Ax⟩H=∑k∈ΓN2qkx(k)2/μk2≥0\langle B^{N}_{q}x,Ax\rangle_{H}=\sum_{k\in\Gamma_{N}}2q_{k}x(k)^{2}/\mu_{k}^{2}\ge0. Boundedness on VV-bounded sets: let R>0R>0; since BqB_{q} is a monotone nonlinearity by The Sobolev Triple of Order Two for the Wick-Square Problem: the Domain Is the Sobolev Space of Order -1, Unit Families Are Square-Summable, the Gradient Form and the Riccati Drift §drift, Monotone, AA-Monotone and Locally Bounded Nonlinearities on a Hilbert Triple §bounded provides βR∈R\beta_{R}\in\mathbb{R} with ∣Bqx∣H≤βR|B_{q}x|_{H}\le\beta_{R} whenever x∈Vx\in V and ∣x∣V≤R|x|_{V}\le R, and then ∣BqNx∣H=∣ΠN(Bqx)∣H≤∣Bqx∣H≤βR|B^{N}_{q}x|_{H}=|\Pi_{N}(B_{q}x)|_{H}\le|B_{q}x|_{H}\le\beta_{R} by Step 2. By Monotone, AA-Monotone and Locally Bounded Nonlinearities on a Hilbert Triple §nonlinearity, BqNB^{N}_{q} is a monotone nonlinearity for (H,V,A)(H,V,A).

The cost. For x,y∈Vx,y\in V, ΠNx,ΠNy∈V\Pi_{N}x,\Pi_{N}y\in V by (F6), so ∣g(ΠNx)∣≤Cg|g(\Pi_{N}x)|\le C_{g}, and, using (F6) and Step 2 with z=x−y∈Hz=x-y\in H,

∣g(ΠNx)−g(ΠNy)∣≤ℓg∣ΠNx−ΠNy∣H=ℓg∣ΠN(x−y)∣H≤ℓg∣x−y∣H.|g(\Pi_{N}x)-g(\Pi_{N}y)|\le\ell_{g}|\Pi_{N}x-\Pi_{N}y|_{H}=\ell_{g}|\Pi_{N}(x-y)|_{H}\le\ell_{g}|x-y|_{H}.

This proves clause 1.

Step 4 (Tail estimate). Let N∈NN\in\mathbb{N}, let a:Zn→Ra:\mathbb{Z}^{n}\to\mathbb{R} be cube-summable, let b:Zn→Rb:\mathbb{Z}^{n}\to\mathbb{R} be nonnegative and cube-summable, and suppose ∣a(k)∣≤b(k)|a(k)|\le b(k) for every k∉ΓNk\notin\Gamma_{N}. We claim

∣∑k∈Zna(k)−SN(a)∣≤∑k∈Znb(k)−SN(b)≤∑k∈Znb(k).\Bigl|\sum_{k\in\mathbb{Z}^{n}}a(k)-S_{N}(a)\Bigr|\le\sum_{k\in\mathbb{Z}^{n}}b(k)-S_{N}(b)\le\sum_{k\in\mathbb{Z}^{n}}b(k).

Let M∈NM\in\mathbb{N} with M≥NM\ge N, so ΓN⊆ΓM\Gamma_{N}\subseteq\Gamma_{M} by (F7). If ΓM=ΓN\Gamma_{M}=\Gamma_{N} then SM(a)−SN(a)=0=SM(b)−SN(b)S_{M}(a)-S_{N}(a)=0=S_{M}(b)-S_{N}(b). Otherwise D=ΓM∖ΓND=\Gamma_{M}\setminus\Gamma_{N} is nonempty and finite, splitting the sum over ΓM\Gamma_{M} gives SM(a)−SN(a)=∑k∈Da(k)S_{M}(a)-S_{N}(a)=\sum_{k\in D}a(k) and likewise for bb, and since every k∈Dk\in D lies outside ΓN\Gamma_{N},

∣SM(a)−SN(a)∣≤∑k∈D∣a(k)∣≤∑k∈Db(k)=SM(b)−SN(b).|S_{M}(a)-S_{N}(a)|\le\sum_{k\in D}|a(k)|\le\sum_{k\in D}b(k)=S_{M}(b)-S_{N}(b).

As M→∞M\to\infty, SM(a)S_{M}(a) and SM(b)S_{M}(b) converge to the lattice sums of aa and bb by Cube Sums of Families on the Integer Lattice §lattice-sum; passing to the limit in the inequality, valid for all M≥NM\ge N, gives the first claimed inequality, and the second holds because SN(b)≥0S_{N}(b)\ge0, a finite sum of nonnegative numbers.

Step 5 (The weights outside large cubes are large). Put c0=4π2c_{0}=4\pi^{2}. By The Number Pi §pi, π=2x0\pi=2x_{0} with 0<x00<x_{0} by The Least Positive Zero of the Cosine §least-zero, so 0<π0<\pi and 0<c00<c_{0}. Let N∈NN\in\mathbb{N} and k∉ΓNk\notin\Gamma_{N}. By (F7) some component satisfies ki<−Nk_{i}<-N or N<kiN<k_{i}, and since kik_{i} and NN are integers, ki≤−(N+1)k_{i}\le-(N+1) or N+1≤kiN+1\le k_{i}; in both cases (N+1)2≤ki2≤∥k∥2(N+1)^{2}\le k_{i}^{2}\le\lVert k\rVert^{2}, the square of the Euclidean norm being the sum of the squares of the components. Hence, as 1≤N+11\le N+1,

μk=1+c0∥k∥2≥1+c0(N+1)2>c0(N+1)2≥c0(N+1)>c0N.\mu_{k}=1+c_{0}\lVert k\rVert^{2}\ge1+c_{0}(N+1)^{2}>c_{0}(N+1)^{2}\ge c_{0}(N+1)>c_{0}N .

Claim: for every real number TT there is K∈NK\in\mathbb{N} such that T<μkT<\mu_{k} for every N∈NN\in\mathbb{N} with N≥KN\ge K and every k∉ΓNk\notin\Gamma_{N}. Indeed, by the Archimedean property choose K∈NK\in\mathbb{N} with Tc0<K\tfrac{T}{c_{0}}<K; then for N≥KN\ge K and k∉ΓNk\notin\Gamma_{N}, μk>c0N≥c0K>T\mu_{k}>c_{0}N\ge c_{0}K>T.

Step 6 (The cut-off trace is a cube sum). Let X∈Sym(V)X\in\mathrm{Sym}(V) and aX(k)=X(ek,ek)a_{X}(k)=X(e_{k},e_{k}). By The Sobolev Triple of Order Two for the Wick-Square Problem: the Domain Is the Sobolev Space of Order -1, Unit Families Are Square-Summable, the Gradient Form and the Riccati Drift §noise, aXa_{X} is cube-summable with lattice sum TrfX\mathrm{Tr}_{f}X. By Square-Summable Sequences in the Form Space of a Hilbert Triple and the Trace of a Form along Them §trace, TrfNX\mathrm{Tr}_{f^{N}}X is the sum of the series ∑j=1∞X(fjN,fjN)\sum_{j=1}^{\infty}X(f^{N}_{j},f^{N}_{j}), which converges because fNf^{N} is square-summable in VV (The Shifted Hamilton-Jacobi-Bellman Equation of the Wick-Square Problem with Noise, Control and Cost Cut Off to a Cube of Modes §data). The enumeration κ\kappa is a bijection from N\mathbb{N} onto Zn\mathbb{Z}^{n} (The Wick-Square Problem on the Sobolev Triple of Order Two: Standing Notation §noise, Properties of the Fourier Coefficients on the Torus, and the Realisation of Weighted Coefficient Families), so J={j∈N:κ(j)∈ΓN}J=\{j\in\mathbb{N}:\kappa(j)\in\Gamma_{N}\} is a nonempty finite set, mapped bijectively onto ΓN\Gamma_{N} by κ\kappa; let j∗j^{*} be its largest element. For j∉Jj\notin J, fjN=0Hf^{N}_{j}=0_{H} and X(0H,0H)=0X(0_{H},0_{H})=0 by bilinearity. Hence for every m≥j∗m\ge j^{*} the mmth partial sum equals ∑j∈JX(eκ(j),eκ(j))\sum_{j\in J}X(e_{\kappa(j)},e_{\kappa(j)}), which, reindexing the finite sum along the bijection κ:J→ΓN\kappa:J\to\Gamma_{N}, is SN(aX)S_{N}(a_{X}). The partial sums are eventually constant, so

TrfNX=SN(aX),TrfX−TrfNX=∑k∈ZnaX(k)−SN(aX).\mathrm{Tr}_{f^{N}}X=S_{N}(a_{X}),\qquad \mathrm{Tr}_{f}X-\mathrm{Tr}_{f^{N}}X=\sum_{k\in\mathbb{Z}^{n}}a_{X}(k)-S_{N}(a_{X}).

Step 7 (The difference of the shifted operators). By The Shifted Hamilton-Jacobi-Bellman Equation of the Wick-Square Problem on the Sobolev Triple of Order Two §operator and The Shifted Hamilton-Jacobi-Bellman Equation of the Wick-Square Problem with Noise, Control and Cost Cut Off to a Cube of Modes §operator, F♯F^{\sharp} and FN♯F^{\sharp}_{N} are second-order equation operators on HH relative to (H,V,A)(H,V,A), with W=D(A)W=D(A); their δ\delta-shifts are those of Second-Order Equation Operator on an Open Subset of a Hilbert Triple and Its δ\delta-Shifts §shifted. Let δ>0\delta>0, R>0R>0, N∈NN\in\mathbb{N}, and let (x,r,p,Y)(x,r,p,Y) be a test datum bounded by RR in the sense of Convergence of Second-Order Equation Operators on a Hilbert Triple on Bounded Test Data §bounded-data: x∈D(A)x\in D(A), r∈Rr\in\mathbb{R}, p∈Hp\in H, Y∈Sym(H)Y\in\mathrm{Sym}(H), ∣x∣V≤R|x|_{V}\le R, ∣r∣≤R|r|\le R, ∣p∣H≤R|p|_{H}\le R, ∥Y∥≤R\lVert Y\rVert\le R. Let θ=1\theta=1 when treating the shifts FN,δ♯,−F^{\sharp,-}_{N,\delta} and Fδ♯,−F^{\sharp,-}_{\delta}, and θ=−1\theta=-1 when treating FN,δ♯,+F^{\sharp,+}_{N,\delta} and Fδ♯,+F^{\sharp,+}_{\delta}, and put

r~=r+θδh(x),p~=p+θδAx∈H,X=Y∣V+θδIV∈Sym(V),\tilde r=r+\theta\delta h(x),\qquad\tilde p=p+\theta\delta Ax\in H,\qquad X=Y|_{V}+\theta\delta I_{V}\in\mathrm{Sym}(V),

so that X(u,u′)=Y(u,u′)+θδ⟨u,u′⟩VX(u,u')=Y(u,u')+\theta\delta\langle u,u'\rangle_{V} for u,u′∈Vu,u'\in V and, by (F3), p~(k)=p(k)+θδμkx(k)\tilde p(k)=p(k)+\theta\delta\mu_{k}x(k). By the definition of the shifts, the quantity to be estimated is FN♯(x,r~,p~,X)−F♯(x,r~,p~,X)F^{\sharp}_{N}(x,\tilde r,\tilde p,X)-F^{\sharp}(x,\tilde r,\tilde p,X). The terms γr~\gamma\tilde r cancel, and so do the terms ⟨Ax,p~⟩H\langle Ax,\tilde p\rangle_{H}, leaving

FN♯(x,r~,p~,X)−F♯(x,r~,p~,X)=D1−D2−D3+D4,F^{\sharp}_{N}(x,\tilde r,\tilde p,X)-F^{\sharp}(x,\tilde r,\tilde p,X)=D_{1}-D_{2}-D_{3}+D_{4},

where

D1=ν2(TrfX−TrfNX),D2=12(G(p~,p~)−GN(p~,p~)),D3=⟨Bqx−BqNx,p~⟩H,D4=g(x)−g(ΠNx).D_{1}=\tfrac{\nu}{2}\bigl(\mathrm{Tr}_{f}X-\mathrm{Tr}_{f^{N}}X\bigr),\quad D_{2}=\tfrac12\bigl(G(\tilde p,\tilde p)-G_{N}(\tilde p,\tilde p)\bigr),\quad D_{3}=\langle B_{q}x-B^{N}_{q}x,\tilde p\rangle_{H},\quad D_{4}=g(x)-g(\Pi_{N}x).

Hence the absolute value of the difference is at most ∣D1∣+∣D2∣+∣D3∣+∣D4∣|D_{1}|+|D_{2}|+|D_{3}|+|D_{4}|. Note x∈Vx\in V since D(A)⊆VD(A)\subseteq V, and ∣x∣V2≤R2|x|_{V}^{2}\le R^{2}, ∣p∣H2≤R2|p|_{H}^{2}\le R^{2}.

Step 8 (Estimates of the four terms). Keep the data of Step 7. Let ω(k)=1μk2\omega(k)=\tfrac{1}{\mu_{k}^{2}}; since n≤3<4n\le3<4 by The Wick-Square Problem on the Torus: Standing Notation §dimension, Lattice Sums of the Fourier Weights of the Torus, and the Negative Sobolev Norms as Lattice Sums §convergent with s=2s=2 shows ω\omega is cube-summable, with lattice sum σω\sigma_{\omega} say, and we put τN=σω−SN(ω)\tau_{N}=\sigma_{\omega}-S_{N}(\omega).

The trace term. By Step 6, D1=ν2(∑kaX(k)−SN(aX))D_{1}=\tfrac{\nu}{2}(\sum_{k}a_{X}(k)-S_{N}(a_{X})). For every kk, by the restriction Y∣V(ek,ek)=Y(ek,ek)Y|_{V}(e_{k},e_{k})=Y(e_{k},e_{k}), Elementary Properties of Bounded Symmetric Bilinear Forms: Norm, Quadratic Form, Order and Continuity §bound and (F2), (F4),

∣aX(k)∣≤∣Y(ek,ek)∣+δ∣ek∣V2≤∥Y∥ ∣ek∣H2+δμk2=∥Y∥μk3+δμk2≤R+δμk2.|a_{X}(k)|\le|Y(e_{k},e_{k})|+\delta|e_{k}|_{V}^{2}\le\lVert Y\rVert\,|e_{k}|_{H}^{2}+\frac{\delta}{\mu_{k}^{2}}=\frac{\lVert Y\rVert}{\mu_{k}^{3}}+\frac{\delta}{\mu_{k}^{2}}\le\frac{R+\delta}{\mu_{k}^{2}} .

Step 4 with b=(R+δ)ωb=(R+\delta)\omega, cube-summable with lattice sum (R+δ)σω(R+\delta)\sigma_{\omega} by Lattice Sums along Cubes: Linearity, Nonnegative Families, Absolute Summability, Comparison and Finitely Supported Families §linear, gives ∣D1∣≤ν2(R+δ)τN|D_{1}|\le\tfrac{\nu}{2}(R+\delta)\tau_{N}.

For the other three terms suppose in addition that ϑ>0\vartheta>0 is a real number with 1μk≤ϑ\tfrac{1}{\mu_{k}}\le\vartheta for every k∉ΓNk\notin\Gamma_{N}. Then, for k∉ΓNk\notin\Gamma_{N} and j,l∈Nj,l\in\mathbb{N}, (F4) gives 1μkj+l=1μkj⋅1μkl≤ϑμkl\tfrac{1}{\mu_{k}^{j+l}}=\tfrac{1}{\mu_{k}^{j}}\cdot\tfrac{1}{\mu_{k}^{l}}\le\tfrac{\vartheta}{\mu_{k}^{l}}.

The gradient-form term. Let ξp~(k)=⟨p~,ek⟩H2≥0\xi_{\tilde p}(k)=\langle\tilde p,e_{k}\rangle_{H}^{2}\ge0. By The Sobolev Triple of Order Two for the Wick-Square Problem: the Domain Is the Sobolev Space of Order -1, Unit Families Are Square-Summable, the Gradient Form and the Riccati Drift §gradient-form, ξp~\xi_{\tilde p} is cube-summable with lattice sum G(p~,p~)G(\tilde p,\tilde p), and GN(p~,p~)=SN(ξp~)G_{N}(\tilde p,\tilde p)=S_{N}(\xi_{\tilde p}) by (F6), so 2D2=∑kξp~(k)−SN(ξp~)2D_{2}=\sum_{k}\xi_{\tilde p}(k)-S_{N}(\xi_{\tilde p}). By (F2), ξp~(k)=p~(k)2/μk6\xi_{\tilde p}(k)=\tilde p(k)^{2}/\mu_{k}^{6}, and using (s+t)2≤2s2+2t2(s+t)^{2}\le2s^{2}+2t^{2}, for k∉ΓNk\notin\Gamma_{N},

ξp~(k)≤2p(k)2μk6+2δ2x(k)2μk4≤2ϑ(p(k)2μk3+δ2x(k)2μk2)=:b2(k).\xi_{\tilde p}(k)\le\frac{2p(k)^{2}}{\mu_{k}^{6}}+\frac{2\delta^{2}x(k)^{2}}{\mu_{k}^{4}}\le2\vartheta\Bigl(\frac{p(k)^{2}}{\mu_{k}^{3}}+\frac{\delta^{2}x(k)^{2}}{\mu_{k}^{2}}\Bigr)=:b_{2}(k).

By (F1) and Lattice Sums along Cubes: Linearity, Nonnegative Families, Absolute Summability, Comparison and Finitely Supported Families §linear, b2b_{2} is nonnegative and cube-summable with lattice sum 2ϑ(∣p∣H2+δ2∣x∣V2)2\vartheta(|p|_{H}^{2}+\delta^{2}|x|_{V}^{2}). Step 4 gives ∣D2∣≤ϑ(∣p∣H2+δ2∣x∣V2)≤ϑ(1+δ2)R2|D_{2}|\le\vartheta(|p|_{H}^{2}+\delta^{2}|x|_{V}^{2})\le\vartheta(1+\delta^{2})R^{2}.

The drift term. Let u=Bqx−BqNx∈Hu=B_{q}x-B^{N}_{q}x\in H; by (F6), u(k)=0u(k)=0 for k∈ΓNk\in\Gamma_{N} and u(k)=2qkx(k)u(k)=2q_{k}x(k) for k∉ΓNk\notin\Gamma_{N}. By Step 1 the family χ(k)=u(k)p~(k)/μk3\chi(k)=u(k)\tilde p(k)/\mu_{k}^{3} is cube-summable with lattice sum D3D_{3}, and SN(χ)=0S_{N}(\chi)=0. For k∉ΓNk\notin\Gamma_{N}, by (F5),

∣χ(k)∣≤2qk∣x(k)∣ ∣p(k)∣μk3+2qkδx(k)2μk2≤β∣x(k)∣ ∣p(k)∣μk4+βδx(k)2μk3.|\chi(k)|\le\frac{2q_{k}|x(k)|\,|p(k)|}{\mu_{k}^{3}}+\frac{2q_{k}\delta x(k)^{2}}{\mu_{k}^{2}}\le\frac{\beta|x(k)|\,|p(k)|}{\mu_{k}^{4}}+\frac{\beta\delta x(k)^{2}}{\mu_{k}^{3}} .

From 0≤(μk∣x(k)∣−∣p(k)∣)20\le(\mu_{k}|x(k)|-|p(k)|)^{2} we get 2μk∣x(k)∣∣p(k)∣≤μk2x(k)2+p(k)22\mu_{k}|x(k)||p(k)|\le\mu_{k}^{2}x(k)^{2}+p(k)^{2}, and dividing by 2μk5>02\mu_{k}^{5}>0, ∣x(k)∣∣p(k)∣μk4≤12(x(k)2μk3+p(k)2μk5)\tfrac{|x(k)||p(k)|}{\mu_{k}^{4}}\le\tfrac12\bigl(\tfrac{x(k)^{2}}{\mu_{k}^{3}}+\tfrac{p(k)^{2}}{\mu_{k}^{5}}\bigr). Hence, for k∉ΓNk\notin\Gamma_{N},

∣χ(k)∣≤βϑ((12+δ)x(k)2μk2+12 p(k)2μk3)=:b3(k),|\chi(k)|\le\beta\vartheta\Bigl(\bigl(\tfrac12+\delta\bigr)\frac{x(k)^{2}}{\mu_{k}^{2}}+\frac12\,\frac{p(k)^{2}}{\mu_{k}^{3}}\Bigr)=:b_{3}(k),

and b3b_{3} is nonnegative and cube-summable with lattice sum βϑ((12+δ)∣x∣V2+12∣p∣H2)\beta\vartheta((\tfrac12+\delta)|x|_{V}^{2}+\tfrac12|p|_{H}^{2}) by (F1) and Lattice Sums along Cubes: Linearity, Nonnegative Families, Absolute Summability, Comparison and Finitely Supported Families §linear. Step 4 gives ∣D3∣≤βϑ(1+δ)R2|D_{3}|\le\beta\vartheta(1+\delta)R^{2}.

The cost term. Let v=x−ΠNx∈Hv=x-\Pi_{N}x\in H; by (F6), v(k)=0v(k)=0 for k∈ΓNk\in\Gamma_{N} and v(k)=x(k)v(k)=x(k) for k∉ΓNk\notin\Gamma_{N}. By (F1) the family ψ(k)=v(k)2/μk3\psi(k)=v(k)^{2}/\mu_{k}^{3} is cube-summable with lattice sum ∣v∣H2|v|_{H}^{2}, and SN(ψ)=0S_{N}(\psi)=0. For k∉ΓNk\notin\Gamma_{N}, ψ(k)≤ϑx(k)2/μk2\psi(k)\le\vartheta x(k)^{2}/\mu_{k}^{2}, a nonnegative cube-summable family with lattice sum ϑ∣x∣V2\vartheta|x|_{V}^{2} by (F1). Step 4 gives ∣v∣H2≤ϑR2|v|_{H}^{2}\le\vartheta R^{2}. Since x,ΠNx∈Vx,\Pi_{N}x\in V, the Lipschitz hypothesis on gg gives ∣D4∣≤ℓg∣v∣H|D_{4}|\le\ell_{g}|v|_{H}.

Step 9 (Clause 2: convergence). Let δ>0\delta>0, R>0R>0 and ε>0\varepsilon>0 be given; the choices are made in the following order. First put η=ε4(ℓg+1)>0\eta=\tfrac{\varepsilon}{4(\ell_{g}+1)}>0, and

ϑ=min⁡{ε4(1+δ2)R2, ε4β(1+δ)R2, η2R2}>0.\vartheta=\min\Bigl\{\frac{\varepsilon}{4(1+\delta^{2})R^{2}},\ \frac{\varepsilon}{4\beta(1+\delta)R^{2}},\ \frac{\eta^{2}}{R^{2}}\Bigr\}>0 .

Second, by Step 5 with T=1ϑT=\tfrac{1}{\vartheta}, choose K∈NK\in\mathbb{N} with 1ϑ<μk\tfrac{1}{\vartheta}<\mu_{k}, hence 1μk<ϑ\tfrac{1}{\mu_{k}}<\vartheta, whenever N≥KN\ge K and k∉ΓNk\notin\Gamma_{N}. Third, since SN(ω)S_{N}(\omega) converges to σω\sigma_{\omega} (Cube Sums of Families on the Integer Lattice §lattice-sum), choose N1∈NN_{1}\in\mathbb{N} with ∣σω−SN(ω)∣≤ε2ν(R+δ)|\sigma_{\omega}-S_{N}(\omega)|\le\tfrac{\varepsilon}{2\nu(R+\delta)} for every N≥N1N\ge N_{1}. Finally put N0=max⁡{K,N1}N_{0}=\max\{K,N_{1}\}.

Let N≥N0N\ge N_{0} and let (x,r,p,Y)(x,r,p,Y) be a test datum bounded by RR. For each θ∈{1,−1}\theta\in\{1,-1\}, Steps 7 and 8 apply with this ϑ\vartheta, and give ∣D1∣≤ν2(R+δ)τN≤ε4|D_{1}|\le\tfrac{\nu}{2}(R+\delta)\tau_{N}\le\tfrac{\varepsilon}{4} (as τN≤∣τN∣\tau_{N}\le|\tau_{N}|), ∣D2∣≤ϑ(1+δ2)R2≤ε4|D_{2}|\le\vartheta(1+\delta^{2})R^{2}\le\tfrac{\varepsilon}{4}, ∣D3∣≤βϑ(1+δ)R2≤ε4|D_{3}|\le\beta\vartheta(1+\delta)R^{2}\le\tfrac{\varepsilon}{4}, and ∣v∣H2≤ϑR2≤η2|v|_{H}^{2}\le\vartheta R^{2}\le\eta^{2}, so ∣v∣H≤η|v|_{H}\le\eta (both being nonnegative) and ∣D4∣≤ℓgη≤ε4|D_{4}|\le\ell_{g}\eta\le\tfrac{\varepsilon}{4}. By Step 7,

∣FN,δ♯,∓(x,r,p,Y)−Fδ♯,∓(x,r,p,Y)∣≤ε\bigl|F^{\sharp,\mp}_{N,\delta}(x,r,p,Y)-F^{\sharp,\mp}_{\delta}(x,r,p,Y)\bigr|\le\varepsilon

for both shifts. Since δ\delta, RR, ε\varepsilon were arbitrary, (FN♯)N∈N(F^{\sharp}_{N})_{N\in\mathbb{N}} converges to F♯F^{\sharp} on bounded test data in the sense of Convergence of Second-Order Equation Operators on a Hilbert Triple on Bounded Test Data §convergence. This proves clause 2.

Step 10 (Clause 3: compactness). By The Negative-Order Sobolev Triple of the Torus: a Diagonal Hilbert Triple whose Form Operator Is One Minus the Laplacian §triple, used with s=2s=2 (so that H−(s+1)=H−3H^{-(s+1)}=H^{-3} and H−s=H−2H^{-s}=H^{-2}) and with the enumeration κ\kappa of The Wick-Square Problem on the Sobolev Triple of Order Two: Standing Notation §noise, the triple (H,V,A)(H,V,A) is the diagonal Hilbert triple determined by the orthonormal basis (ζ3,κ(j))j∈N(\zeta_{3,\kappa(j)})_{j\in\mathbb{N}} of HH and the weights λj=μκ(j)\lambda_{j}=\mu_{\kappa(j)}. These weights tend to infinity: let M∈RM\in\mathbb{R}; apply Step 5 with T=MT=M to obtain K∈NK\in\mathbb{N}, and take N=KN=K in its conclusion: then M<μkM<\mu_{k} for every k∉ΓKk\notin\Gamma_{K}. The set JK={j∈N:κ(j)∈ΓK}J_{K}=\{j\in\mathbb{N}:\kappa(j)\in\Gamma_{K}\} is nonempty and finite, since κ\kappa is a bijection and ΓK\Gamma_{K} is nonempty and finite (F7); let j0j_{0} be one more than its largest element. For j≥j0j\ge j_{0} one has j∉JKj\notin J_{K}, so κ(j)∉ΓK\kappa(j)\notin\Gamma_{K} and M<μκ(j)=λjM<\mu_{\kappa(j)}=\lambda_{j}. Now let (xj)j∈N(x_{j})_{j\in\mathbb{N}} be a sequence in VV that is bounded in VV, that is, whose set of terms {xj:j∈N}\{x_{j}:j\in\mathbb{N}\} is bounded in (V,dV)(V,d_{V}) in the sense of Bounded Subset of a Metric Space: there are y∈Vy\in V and a real ρ>0\rho>0 with dV(y,xj)≤ρd_{V}(y,x_{j})\le\rho for all jj. By Real Inner Product Space §distance, dV(y,xj)=∣y−xj∣V=∣xj−y∣Vd_{V}(y,x_{j})=|y-x_{j}|_{V}=|x_{j}-y|_{V}, so ∣xj∣V≤∣xj−y∣V+∣y∣V≤ρ+∣y∣V=:R′|x_{j}|_{V}\le|x_{j}-y|_{V}+|y|_{V}\le\rho+|y|_{V}=:R', a nonnegative real number, by the triangle inequality. By In a Diagonal Hilbert Triple whose Weights Tend to Infinity, Bounded Sequences of the Form Space Have Subsequences Converging in the Ambient Space §subsequence there are j1<j2<⋯j_{1}<j_{2}<\cdots and x∈Vx\in V with ∣x∣V≤R′|x|_{V}\le R' such that (xji)i∈N(x_{j_{i}})_{i\in\mathbb{N}} converges to xx in (H,dH)(H,d_{H}). This subsequence converges in HH, which proves clause 3.

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