Math 2.0

Integral transforms, operational calculus Legendre and other special transforms Theorem

Inversion of the Weierstrass transform

Builds on Weierstrass transformFourier transformLp spacePlancherel theorem

Statement

Let f∈L2(ℝ)f \in L^2(\R), an element of the L2L^2 space, and let F=WfF = Wf be its Weierstrass transform. Let g^(ξ)=∫ℝg(x) e−ixξ dx\hat g(\xi) = \int_\R g(x)\, e^{-i x \xi}\, dx denote the Fourier transform, extended to L2(ℝ)L^2(\R). Then F∈L2(ℝ)F \in L^2(\R), F^(ξ)=e−ξ2f^(ξ)\hat F(\xi) = e^{-\xi^2} \hat f(\xi) for almost every ξ\xi, and ff is recovered from FF as the function in L2(ℝ)L^2(\R) whose Fourier transform is f^(ξ)=eξ2 F^(ξ).\hat f(\xi) = e^{\xi^2}\, \hat F(\xi). In particular WW is injective on L2(ℝ)L^2(\R).

Remarks

The kernel k(u)=14πe−u2/4k(u) = \frac{1}{\sqrt{4\pi}} e^{-u^2/4} is integrable with k^(ξ)=e−ξ2\hat k(\xi) = e^{-\xi^2}, and F=k∗fF = k * f. The convolution theorem on L1∗L2L^1 * L^2 gives F^=k^f^\hat F = \hat k \hat f, and the Plancherel theorem makes the Fourier transform a bijection of L2(ℝ)L^2(\R) up to the factor 2π2\pi, which yields the formula. Formally W=eD2W = e^{D^2} with D=d/dxD = d/dx, and the inverse is e−D2e^{-D^2}; for example, W[eax]=ea2eaxW[e^{ax}] = e^{a^2} e^{ax} and e−D2eax=e−a2eaxe^{-D^2} e^{ax} = e^{-a^2} e^{ax}. The inversion is unstable: the factor eξ2e^{\xi^2} grows very fast, so a small change of FF at high frequencies can change ff a lot. Not every function in L2L^2 is a Weierstrass transform: FF must satisfy eξ2F^∈L2e^{\xi^2} \hat F \in L^2, and every such FF extends to an entire function.

Going deeper

For a student

The inversion is the uniqueness theorem for the backward heat equation at a fixed time, in the class of square-integrable data. On the Fourier side it is division by the Gaussian e−ξ2e^{-\xi^2}, which never vanishes; this is why the transform is injective. The same reasoning applies to any convolution with an integrable kernel whose Fourier transform has no zeros. The operator notation eD2e^{D^2} also explains how WW acts on polynomials: it maps the Hermite polynomial Hn(x/2)H_n(x/2) to xnx^n, since e−D2xn=Hn(x/2)e^{-D^2} x^n = H_n(x/2) for the physicists' Hermite polynomials HnH_n.

Reading path

To understand this page from the ground up, read these 7 pages in order. The foundations come first.

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Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
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  1. Fourier transform concept
  2. Hilbert space concept
  3. Lp space concept
  4. Unitary operator concept
  5. Weierstrass transform concept
  6. Plancherel theorem statement
  7. Inversion of the Weierstrass transform statement

Further reading

  1. Web https://en.wikipedia.org/wiki/Weierstrass_transform
About this page
TagBTPQHQNJVY
URIm2://BTPQHQNJVY
Kindstatement, theorem
WritingW0 stub
MSC44A15, 35K05, 42A38
StatusThis copy of the site has no build data. Run m2 status BTPQHQNJVY.
AboutWeierstrass transform
UsesWeierstrass transform, Fourier transform, Lp space, Plancherel theorem

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