Digital Signal Processing Reference
In-Depth Information
x ( n )
y ( n )
M
e
(a)
expander
x ( n )
(b)
n
−1
0
12
3
4 5
x (−1)
x (0)
y ( n )
x (1)
e
(c)
n
−3
−2
−1
0
12
3
4 5
6
7 8
9
10
Figure 3.2 .(a)The M -fold expander or upsampler, and (b),(c) examples of input
and output signals with M =3 .
which shows that we can recover the input x ( n )from y e ( n )simplyby M -fold
decimation. The expander is usually followed by a digital filter called an inter-
polation filter, which makes it more interesting (Sec. 3.4).
3.2.1 Polyphase decomposition
Consider a signal x ( n )with z -transform X ( z )= n = −∞
x ( n ) z −n . This can
always be rewritten in the form
M− 1
M− 1
z −k
x ( Mn + k ) z ( Mn + k ) =
x ( Mn + k ) z −Mn
X ( z )=
n = −∞
n = −∞
k =0
k =0
for any positive integer M. Equivalently,
M− 1
z −k X k ( z M )
X ( z )=
(Type 1 polyphase),
(3 . 3)
k =0
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