Digital Signal Processing Reference
In-Depth Information
R
XX
ðtÞ¼EXðtÞXðt þ tÞ
f
g;
R
YY
ðtÞ¼EYðtÞYðt þ tÞ
f
g:
(6.100)
(b) The cross-correlation functions (
6.92
) and (
6.93
) depend only on the time
difference
t
:
R
XY
ðtÞ¼EXðtÞYðt þ tÞ
f
g
(6.101)
or
R
YX
ðtÞ¼EYðtÞXðt þ tÞ
f
g:
(6.102)
Example 6.6.1
Consider two random processes
XðtÞ¼x
cos
o
0
t þ r
sin
o
0
t;
YðtÞ¼r
cos
o
0
t x
sin
o
0
t;
(6.103)
where
o
0
is a constant and
x
and
r
are uncorrelated random variables,
Efxrg¼EfxgEfrg;
(6.104)
with zero mean values;
Efxg¼Efrg¼
0
;
(6.105)
and equal variances
s
x
¼ s
r
¼ s
2
:
(6.106)
Determine whether the processes are jointly WS stationary.
Solution
We first determine whether both processes are WS stationary.
Both processes have mean values of zero and, therefore, the first condition (
6.99
)
is satisfied.
Next we will investigate whether both autocorrelation functions are only depen-
dent on a time difference
t
.
To this end we find:
R
XX
ðt; t þ tÞ¼EXðtÞXðt þ tÞ
f
g
¼ E x
cos
o
0
t þ r
sin
o
0
t
½
x
cos
o
0
ðt þ tÞþr
sin
o
0
ðt þ tÞ
½
f
g
¼ Efx
2
g
cos
o
0
t
cos
o
0
ðt þ tÞþEfr
2
g
sin
o
0
t
sin
o
0
ðt þ tÞ
þ Efxrg
sin
o
0
t
cos
o
0
ðt þ tÞþEfxrg
cos
o
0
t
sin
o
0
ðt þ tÞ:
(6.107)
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