TheoremBase

Convolution of a Locally Integrable Function with a Compactly Supported Kernel

The convolution of a function integrable on every bounded set with a continuous kernel vanishing outside a ball is defined at every point, is continuous, is linear in each argument, and is as differentiable as the kernel, the derivatives falling on the kernel.

Statement

We work in the setting of Product Measures and Lebesgue Measure on ℝⁿ: Standing Notation and Background and in the setting of Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation, both used here with a natural number nn satisfying 1≤n1\le n, and in the setting of Measurable Functions and the Lebesgue Integral: Standing Notation, whose measure space (X,F,μ)(X,\mathcal{F},\mu) is instantiated throughout as (Rn,B(Rn),λn)(\mathbb{R}^{n},\mathcal{B}(\mathbb{R}^{n}),\lambda_{n}); this is a measure space because B(Rn)\mathcal{B}(\mathbb{R}^{n}) is a σ\sigma-algebra on Rn\mathbb{R}^{n} and λn\lambda_{n} is a measure on it. The three settings fix the real numbers, the natural numbers and the initial segments [n][n] by reference to the same definitions, so their readings agree. From them we take Euclidean space Rn\mathbb{R}^{n} with its norm ∥ ⋅ ∥\lVert\,\cdot\,\rVert, distance, balls, topology and the notions of open, closed, bounded and compact set, measurability of maps into R\mathbb{R}, the indicator 1A\mathbf{1}_{A} of a subset AA, the integral and the notion of an integrable map, and the partial derivatives ∂i\partial_{i} and the classes CkC^{k} on a Euclidean open set; the set Rn\mathbb{R}^{n} is open in itself by claim 1 of Euclidean Space Is Open in Itself, so the calculus notions apply to maps defined on all of Rn\mathbb{R}^{n}. A map Rn→R\mathbb{R}^{n}\to\mathbb{R} is called continuous when it is continuous from Rn\mathbb{R}^{n} with its Euclidean distance to R\mathbb{R} with the metric of The Absolute Value Metric on the Real Numbers, and smooth means smooth on Rn\mathbb{R}^{n}.

Let w:Rn→Rw:\mathbb{R}^{n}\to\mathbb{R} be measurable and such that 1Bw\mathbf{1}_{B}w is integrable for every bounded B∈B(Rn)B\in\mathcal{B}(\mathbb{R}^{n}). Let R∈RR\in\mathbb{R} with 0<R0<R, and let ψ:Rn→R\psi:\mathbb{R}^{n}\to\mathbb{R} be continuous and such that ψ(y)=0\psi(y)=0 for every y∈Rny\in\mathbb{R}^{n} with R<∥y∥R<\lVert y\rVert. Then the following hold.

1. (The convolution is defined) For every x∈Rnx\in\mathbb{R}^{n} the map y↦ψ(x−y) w(y)y\mapsto\psi(x-y)\,w(y) is measurable and integrable. Consequently there is a map ψ⋆w:Rn→R\psi\star w:\mathbb{R}^{n}\to\mathbb{R}, the convolution of ψ\psi with ww, given by

(ψ⋆w)(x)=∫Rnψ(x−y) w(y) dλn(y)(x∈Rn).(\psi\star w)(x)=\int_{\mathbb{R}^{n}}\psi(x-y)\,w(y)\,d\lambda_{n}(y)\qquad(x\in\mathbb{R}^{n}).

2. (Continuity) ψ⋆w\psi\star w is continuous.

3. (Linearity) Let w′:Rn→Rw':\mathbb{R}^{n}\to\mathbb{R} satisfy the same hypotheses as ww, let ψ′:Rn→R\psi':\mathbb{R}^{n}\to\mathbb{R} be continuous with ψ′(y)=0\psi'(y)=0 for every yy with R<∥y∥R<\lVert y\rVert, and let c∈Rc\in\mathbb{R}. Then, as maps on Rn\mathbb{R}^{n},

ψ⋆(w+c w′)=ψ⋆w+c (ψ⋆w′),(ψ+c ψ′)⋆w=ψ⋆w+c (ψ′⋆w).\psi\star(w+c\,w')=\psi\star w+c\,(\psi\star w'),\qquad (\psi+c\,\psi')\star w=\psi\star w+c\,(\psi'\star w).

4. (Differentiation through the kernel) Suppose in addition that ψ\psi is of class C1C^{1} on Rn\mathbb{R}^{n}, and let i∈[n]i\in[n]. Then ∂iψ\partial_{i}\psi is continuous and satisfies ∂iψ(y)=0\partial_{i}\psi(y)=0 for every yy with R<∥y∥R<\lVert y\rVert, so claims 1 and 2 apply verbatim with the kernel ∂iψ\partial_{i}\psi in place of ψ\psi. Moreover the partial derivative of ψ⋆w\psi\star w with respect to the iith variable exists at every point of Rn\mathbb{R}^{n} and

∂i(ψ⋆w)(x)=((∂iψ)⋆w)(x)for every x∈Rn.\partial_{i}(\psi\star w)(x)=\bigl((\partial_{i}\psi)\star w\bigr)(x)\qquad\text{for every }x\in\mathbb{R}^{n}.

Together with the continuity of ψ⋆w\psi\star w supplied by claim 2, it follows that ψ⋆w\psi\star w is of class C1C^{1} on Rn\mathbb{R}^{n}.

5. (Higher order and smoothness) Let kk be a natural number. If ψ\psi is of class CkC^{k} on Rn\mathbb{R}^{n}, then ψ⋆w\psi\star w is of class CkC^{k} on Rn\mathbb{R}^{n}. If ψ\psi is smooth, then ψ⋆w\psi\star w is smooth.

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