Math 2.0

Integral transforms, operational calculus Definition

Generalized convolution of an integral transform

Builds on Integral transformConvolution on the lineConvolution on the half-lineMellin convolution

Definition

Let VV be a complex vector space of functions, and let Ω\Omega be a set. Let TT be an integral transform, a linear map from VV to the space of complex functions on Ω\Omega. A convolution of TT is a bilinear map ⊛ ⁣:V×V→V\circledast \colon V \times V \to V such that T(f⊛g)(ω)=(Tf)(ω) (Tg)(ω)T(f \circledast g)(\omega) = (Tf)(\omega) \, (Tg)(\omega) for all f,g∈Vf, g \in V and all ω∈Ω\omega \in \Omega.

Remarks

The identity T(f⊛g)=Tf⋅TgT(f \circledast g) = Tf \cdot Tg is called the factorization identity or convolution theorem of TT. If TT is injective, then TT has at most one convolution, namely f⊛g=T−1(Tf⋅Tg)f \circledast g = T^{-1}(Tf \cdot Tg), and then ⊛\circledast is automatically commutative and associative. Variants allow a fixed weight function γ\gamma on Ω\Omega, with T(f⊛g)=γ⋅Tf⋅TgT(f \circledast g) = \gamma \cdot Tf \cdot Tg, or mix several transforms.

Example: for the Mellin transform (ℳf)(s)=∫0∞xs−1f(x) dx(\mathcal{M} f)(s) = \int_0^\infty x^{s-1} f(x) \, dx, the Mellin convolution (f⊛g)(x)=∫0∞f(x/y) g(y) dyy(f \circledast g)(x) = \int_0^\infty f(x/y) \, g(y) \, \frac{dy}{y} is a convolution. Indeed, the substitution x=uyx = uy gives ∫0∞xs−1∫0∞f(x/y)g(y)dyydx=∫0∞us−1f(u) du∫0∞ys−1g(y) dy\int_0^\infty x^{s-1} \int_0^\infty f(x/y) g(y) \frac{dy}{y} dx = \int_0^\infty u^{s-1} f(u) \, du \int_0^\infty y^{s-1} g(y) \, dy when the integrals converge absolutely. The convolution on the line is a convolution of the Fourier transform, and the convolution on the half-line is one of the Laplace transform.

Non-example: the pointwise product fgfg is not a convolution of the Fourier transform f^(ξ)=∫ℝf(x)e−ixξ dx\hat f(\xi) = \int_\R f(x) e^{-i x \xi} \, dx on L1(ℝ)∩L2(ℝ)L^1(\R) \cap L^2(\R). For f=g=𝟏[0,1]f = g = \mathbf{1}_{[0,1]}, the product is 𝟏[0,1]\mathbf{1}_{[0,1]} with f^(0)=1\hat{f}(0) = 1, but the factorization identity would need fg^(ξ)=f^(ξ)2\widehat{fg}(\xi) = \hat f(\xi)^2, and f^(ξ)2≠f^(ξ)\hat f(\xi)^2 \ne \hat f(\xi) at ξ=π\xi = \pi, where f^(π)=2/(iπ)≠0\hat f(\pi) = 2/(i\pi) \ne 0.

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  1. Convolution on the half-line concept
  2. Convolution on the line concept
  3. Integral transform concept
  4. Mellin convolution concept
  5. Generalized convolution of an integral transform definition

Further reading

  1. Web https://en.wikipedia.org/wiki/Convolution
About this page
Tag6Y7NJCXXTN
URIm2://6Y7NJCXXTN
Kinddefinition
WritingW0 stub
MSC44A35, 44A05
DefinesGeneralized convolution of an integral transform
UsesIntegral transform, Convolution on the line, Convolution on the half-line, Mellin convolution

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