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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