Convolution Theorem - Proof

Proof

The proof here is shown for a particular normalisation of the Fourier transform. As mentioned above, if the transform is normalised differently, then constant scaling factors will appear in the derivation.

Let f, g belong to L1(Rn). Let be the Fourier transform of and be the Fourier transform of :

where the dot between x and ν indicates the inner product of Rn. Let be the convolution of and

Now notice that

Hence by Fubini's theorem we have that so its Fourier transform is defined by the integral formula


\begin{align} H(\nu) = \mathcal{F}\{h\} &= \int_{\mathbb{R}^n} h(z) e^{-2 \pi i z\cdot\nu}\, dz \\ &= \int_{\mathbb{R}^n} \int_{\mathbb{R}^n} f(x) g(z-x)\, dx\, e^{-2 \pi i z\cdot \nu}\, dz.
\end{align}

Observe that and hence by the argument above we may apply Fubini's theorem again (i.e. interchange the order of integration):

Substitute ; then, so:

These two integrals are the definitions of and, so:

QED.

Read more about this topic:  Convolution Theorem

Famous quotes containing the word proof:

    War is a beastly business, it is true, but one proof we are human is our ability to learn, even from it, how better to exist.
    M.F.K. Fisher (1908–1992)

    If any doubt has arisen as to me, my country [Virginia] will have my political creed in the form of a “Declaration &c.” which I was lately directed to draw. This will give decisive proof that my own sentiment concurred with the vote they instructed us to give.
    Thomas Jefferson (1743–1826)

    To cease to admire is a proof of deterioration.
    Charles Horton Cooley (1864–1929)