Steven M. Kay: “Modern Spectral Estimation – Theory and Applications”,p. 62 exercise 3.13
Author: Panagiotis
23
Feb
In
[1, p. 62 exercise 3.13] it is requested to prove that the PSD of a real WSS random process is a real even function of frequency.
Solution:
The PSD of a WSS process is given by the Fourier transform of its autocorrelation function:
We note that for a real process
,
will be also real thus we obtain the relations:
First let us prove that for a real WSS this function is even. Having the previous relations in mind:
Let
then
Thus we have shown that the PSD is symmetric
. The next step is to show that the PSD is also real. We know that the real part of a complex function is given as one half of the sum of the complex function with its complex conjugate form, that is
. Let’s determine the complex conjugate of the PSD:
Again relation (
2) was used in order to obtain the last result. The real part of the PSD is thus given by
because of (
4).
So the real part of the PSD
is the PSD itself, or stating it in another way: the PSD of a WSS process is real. Thus together with (
3) we have shown that the PSD of a real WSS random process is a real even function of frequency. QED.
[1] Steven M. Kay: “Modern Spectral Estimation – Theory and Applications”, Prentice Hall, ISBN: 0-13-598582-X.
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