Image Processing Reference
In-Depth Information
y ( n )
H ( j ω)
Q
g ( n )
f ( n )
FIGURE 2.35
Downsampling by a factor of Q.
2.7.4 S AMPLING R ATE C ONVERSION BY A F ACTOR OF Q
To change the sampling rate by a factor of Q ,we
first upsample the signal by a factor
of P and then downsample it by a factor of Q, as shown in Figure 2.36.
The two LPFs can be combined into one
¼ P
and a bandwidth given by the minimum of P and Q . The overall system is shown in
Figure 2.37. In this
filter with a passband gain of P
1
figure, the LPF bandwidth is given by
P
, Q
BW¼ min
(
2
:
116
)
2.7.5 E XAMPLES OF L OW -P ASS F ILTERS U SED FOR S AMPLING R ATE C ONVERSION
An ideal LPF is not realizable, so in practice it is approximated by a simple realizable
FIR
filter. For example, the following simple
filters can be used for upsampling.
These
filters are derived using a linear interpolation algorithm. For example, for
upsampling by a factor of P, the LPF would be an FIR
filter of size 2P
1, given by
1
P
2
P
P
1
P
1
P
2
P
1
P
h ( n ) ¼
1
(
2
:
117
)
P
The DC gain of this
filter is
X
X
DC gain ¼ H ( j v)j 0 ¼
h ( n ) exp ( j v)j 0 ¼
h ( n ) ¼ P
(
:
)
2
118
n
n
g ( n )
H 1 ( j ω)
H 2 ( j ω)
Q
P
f ( n )
FIGURE 2.36
Sampling rate conversion by a factor of Q .
H (ω)
P
g ( n )
Q
f ( n )
P
ω
- BW
BW
FIGURE 2.37
Sampling rate conversion by factor of a Q .
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