TheoremBase

Heat Averages of Vector Fields on the Torus: Regularity, Contraction, Tangency, the Divergence Identity and Synchronous Couplings

Averaging a square-integrable field of a heat-smoothed measure against the torus heat kernel gives a continuously differentiable periodic field. The average does not increase the norm and maps tangent fields to tangent fields; its divergence integrates to minus the pairing with the score; and synchronous Gaussian noise turns couplings into couplings of the smoothed measures with the same cost.

Statement

In the setting of Optimal Transport on the Flat Torus: Standing Notation, let ss be a real number with 0<s≤120<s\le\tfrac12, let Θs\Theta_{s} be the torus heat kernel and SsS_{s} the heat semigroup at time ss, and let λd\lambda_{d} be Lebesgue measure. Let TμT_{\mu} be the tangent space at μ∈P(Td)\mu\in\mathcal{P}(\mathbb{T}^{d}), let PI(Td)\mathcal{P}^{\mathcal{I}}(\mathbb{T}^{d}) and the score ξ\xi be as in Finite Torus Fisher Information, the Torus Score and the Torus Fisher Information of a Probability Measure on the Torus §finite, and let JT\mathcal{J}_{\mathbb{T}} be the torus displacement pairing. Let gsg_{s} be the Gaussian kernel of The Gaussian Kernels on Euclidean Space: Scaling, Derivatives up to Order Three, the Convolution Identity, Moments and Tails, read with q=dq=d, and let Ns∈P(Rd)N_{s}\in\mathcal{P}(\mathbb{R}^{d}) be the measure with density gsg_{s} with respect to λd\lambda_{d}, which exists by claim 1 of The Gaussian Smoothing Weight: Normalization, Derivatives, Exponential Tilting, Moments, and First-Order Remainder and Image Measures, Measures with Densities, and Change of Variables.

Let μ∈P(Td)\mu\in\mathcal{P}(\mathbb{T}^{d}) and let F:Rd→RdF:\mathbb{R}^{d}\to\mathbb{R}^{d} be Borel with ∫∥F∥2 d(Ssμ)<∞\int\lVert F\rVert^{2}\,d(S_{s}\mu)<\infty. Then the following hold.

1. (Heat average) For every x∈Rdx\in\mathbb{R}^{d} the map y↦1Q(y) Θs(y−x) F(y)y\mapsto\mathbf{1}_{Q}(y)\,\Theta_{s}(y-x)\,F(y) is integrable with respect to λd\lambda_{d}, component by component, and the map a:Rd→Rda:\mathbb{R}^{d}\to\mathbb{R}^{d},

a(x)=∫QF(y) Θs(y−x) λd(dy),a(x)=\int_{Q}F(y)\,\Theta_{s}(y-x)\,\lambda_{d}(dy),

has the following properties: a(x)=∫F(π(x+z)) Ns(dz)a(x)=\int F\bigl(\pi(x+z)\bigr)\,N_{s}(dz) for every x∈Rdx\in\mathbb{R}^{d}; each component aja_{j} belongs to Cper1C^{1}_{\mathrm{per}}, with ∂iaj(x)=−∫QFj(y) ∂iΘs(y−x) λd(dy)\partial_{i}a_{j}(x)=-\int_{Q}F_{j}(y)\,\partial_{i}\Theta_{s}(y-x)\,\lambda_{d}(dy) for all xx and i,j∈[d]i,j\in[d]; aa is unchanged when FF is replaced by a Borel map that agrees with it SsμS_{s}\mu-almost everywhere; and ∫∥a∥2 dμ≤∫∥F∥2 d(Ssμ)\int\lVert a\rVert^{2}\,d\mu\le\int\lVert F\rVert^{2}\,d(S_{s}\mu).

2. (Tangency) If the class of FF in L2(Ssμ;Rd)L^{2}(S_{s}\mu;\mathbb{R}^{d}) belongs to TSsμT_{S_{s}\mu}, then the class of aa in L2(μ;Rd)L^{2}(\mu;\mathbb{R}^{d}) belongs to TμT_{\mu}.

3. (Divergence identity) With Ssμ∈PI(Td)S_{s}\mu\in\mathcal{P}^{\mathcal{I}}(\mathbb{T}^{d}) by The Torus Heat Kernel: Regularity and Bounds, the Density of a Heat-Smoothed Measure, and Its Lipschitz Dependence on the Measure §density,

∫∑i=1d∂iai dμ=−⟨F,ξSsμ⟩Ssμ.\int\sum_{i=1}^{d}\partial_{i}a_{i}\,d\mu=-\langle F,\xi_{S_{s}\mu}\rangle_{S_{s}\mu}.

4. (Synchronous couplings) Let ν∈P(Td)\nu\in\mathcal{P}(\mathbb{T}^{d}) and γ∈Π(μ,ν)\gamma\in\Pi(\mu,\nu), let γ⊠Ns∈P(Rd+d+d)\gamma\boxtimes N_{s}\in\mathcal{P}(\mathbb{R}^{d+d+d}) be the product measure, read with q=d+dq=d+d and p=dp=d, and let γs\gamma^{s} be its image under the map τ:Rd+d+d→Rd+d\tau:\mathbb{R}^{d+d+d}\to\mathbb{R}^{d+d} with τ(ιd+d,d(w,z))=ιd,d(π(pr1(w)+z),π(pr2(w)+z))\tau(\iota^{d+d,d}(w,z))=\iota^{d,d}\bigl(\pi(\mathrm{pr}_{1}(w)+z),\pi(\mathrm{pr}_{2}(w)+z)\bigr) for w∈Rd+dw\in\mathbb{R}^{d+d} and z∈Rdz\in\mathbb{R}^{d}, where ιq,p\iota^{q,p} are the concatenation maps of that lemma. The map τ\tau is Borel: it is the pairing of the two maps π∘(prj∘pr1d+d,d+pr2d+d,d)\pi\circ(\mathrm{pr}_{j}\circ\mathrm{pr}^{d+d,d}_{1}+\mathrm{pr}^{d+d,d}_{2}), j=1,2j=1,2, each a composite of the Borel coordinate projections, a sum of Borel maps (componentwise, claim 2 of Arithmetic, Absolute Values, and Pointwise Limits of Measurable Real-Valued Functions) and the Borel wrapping map π\pi of The Half-Open Unit Cell Tiles Euclidean Space §wrap. Then γs∈Π(Ssμ,Ssν)\gamma^{s}\in\Pi(S_{s}\mu,S_{s}\nu), IT(γs)=IT(γ)I_{\mathbb{T}}(\gamma^{s})=I_{\mathbb{T}}(\gamma), and JT(F,γs)=JT(a,γ)\mathcal{J}_{\mathbb{T}}(F,\gamma^{s})=\mathcal{J}_{\mathbb{T}}(a,\gamma), the pairings being taken with the classes of FF in L2(Ssμ;Rd)L^{2}(S_{s}\mu;\mathbb{R}^{d}) and of aa in L2(μ;Rd)L^{2}(\mu;\mathbb{R}^{d}).

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