Digital Signal Processing Reference
In-Depth Information
Fig. 7.6
PSDs for low-pass, band-pass, and band-limited processes
The obtained result shows that the autocorrelation function of a white noise is a
delta function (Fig.
7.8b
) in its origin. This means that there is no correlation
between values of a process, for any
t
, except
t ¼
0. Consequently, this process
is a maximally unpredictable process.
The area under a spectral density is infinite, indicating that a mean power of a
white noise is infinite. As a process with infinite power cannot really exist, we can
conclude that there is no white process in the real world.
Instead, consider a low-pass process, which has a flat PSD in the frequency band
[
B
,
B
], as shown in Fig.
7.9
. The corresponding autocorrelation function is:
ð
ð
B
B
N
0
2
sin 2
pBt
2
pBt
:
S
XX
ð f Þ
e
j
2
pf t
d
f ¼
e
j
2
pf t
d
f ¼N
0
B
R
XX
ðtÞ¼
(7.52)
B
B
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