\(\text{Integral of the month: } \iint_S dt' dt f(t'-t)\)
Integral, Wiener-Khinchin theorem
\(\require{cancel}\) \(\def\oot{\frac{1}{2}}\)
We want to compute the integral \(I=\int_{\frac{-T}{2}}^{\frac{T}{2}}\int_{\frac{-T}{2}}^{\frac{T}{2}} dt' dt f(t'-t)\).
The argument of the function begs for a change of coordinates:
\[\begin{eqnarray} u=t'-t, \quad \text{and} \quad v=t+t' \label{eq:trans}, \end{eqnarray}\] and the associated inverse transform reads: \[\begin{eqnarray} t'=\frac{u+v}{2}, \quad \text{and} \quad t=\frac{v-u}{2}. \label{eq:transi} \end{eqnarray}\]
This transformation will rotate and scale the integration domain as shown in Figure 1.
The equation of the top boundary on the right can be written as \(v=T-u\), and on the left as $ v= T+u$. We can actually combine them as \(v=T-|u|\). We can do the same analysis for the lower boundaries to see that the height of the slices at a given \(u\) is \(2(T-|u|)\). This will help us easily integrate \(v\) out as follows: \[\begin{eqnarray} I&=&\int_{\frac{-T}{2}}^{\frac{T}{2}}\int_{\frac{-T}{2}}^{\frac{T}{2}} dt' dt f(t'-t) =\iint_{S_{u,v}}\left|\frac{\partial(t,t')}{\partial(u,v)}\right| dv du f(u)\nonumber\\ &=&\int_{-T}^T 2(T-|u|) \times\frac{1}{2} dv du f(u)=\int_{-T}^T du f(u)(T-|u|) \label{eq:transeq}, \end{eqnarray}\] where \(\left|\frac{\partial(t,t')}{\partial(u,v)}\right|=\frac{1}{2}\) is the determinant of the Jacobian matrix associated with the transformation in Eq. \(\ref{eq:transi}\).
In a typical problem, such as the proof of Wiener-Khinchin theorem, we need to evaluate the time average of the integral \[\begin{eqnarray} \bar{I}&=& \lim_{T\to \infty}\frac{1}{T}\int_{-T}^{T} du f(u)(T-|u|)=\int_{-\infty}^{\infty} du f(u), \label{eq:WautocFF2} \end{eqnarray}\] where we assume that \(uf(u)\) dies quickly enough so that the term drops out in the limit.