Digital Signal Processing Reference
In-Depth Information
Proof.
The pseudocorrelation of
y
is
T
]=
E
[
xx
T
]+
E
[
qq
T
]+
E
[
xq
T
]+
E
[
qx
T
]
.
E
[
yy
Since
x
and
q
are circularly symmetric, the first two terms on the right-hand
side are zero. Next, the cross-term can be written as
E
[
xq
T
]
because of statistical independence. Using the further fact that
E
[
x
]or
E
[
q
]
is zero, we therefore get
E
[
yy
T
]=
E
[
x
]
E
[
q
T
]=
0
,
proving that
y
is circularly symmetric
indeed.
Lemma 6.3.
Algebraic identities from circular symmetry.
Let
C
xx
=
P
+
j
Q
have the inverse
♠
xx
=
P
+
j
Q
.
C
−
1
(6
.
44)
Then the inverse of
C
uu
=0
.
5
P
−
Q
QP
is given by
uu
=2
P
−
Q
.
C
−
1
(6
.
45)
Q P
Furthermore
det [2
C
uu
]=[det
C
xx
]
2
(6
.
46)
for any covariance
C
xx
=
P
+
j
Q
.
♦
Proof.
To prove Eq. (6.45) observe that the equation (
P
+
j
Q
)(
P
+
j
Q
)=
I
implies
PP
−
QQ
=
I
PQ
+
QP
=
0
.
and
Using this it follows that
P
−
Q
QP
P
−
Q
Q P
=
I
,
which proves Eq. (6.45). To prove Eq. (6.46) first observe the identity
I
j
I
0I
P
−
Q
QP
I
−
=
C
xx
0
QC
xx
.
j
I
0I
Using the fact that [det
C
xx
] is real (because
C
xx
is Hermitian), and the
fact that
det
A0
CD
=det
A
det
D
for square matrices
A
and
D
, Eq. (6.46) follows.
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