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Interpolation
Interpolation is the process of upsampling and filtering a signal to increase its effective sampling rate. To be more specific, say that
xm
x
m
is an (unaliased)
TT-sampled version of
x
c
t
x
c
t
and
vn
v
n
is an
LL-upsampled version version of
xm
x
m
.
If we filter
vn
v
n
with an ideal
πLL-bandwidth lowpass filter (with DC gain
LL) to obtain
yn
y
n
, then
yn
y
n
will be a
TL TL -sampled version of
x
c
t
x
c
t
. This process is illustrated in
Figure 1.
We justify our claims about interpolation using frequency-domain arguments.
From the sampling theorem, we know that
TT-
sampling
x
c
t
x
c
t
to create
xn
x
n
yields
Xⅇⅈω=1T∑k
X
c
ⅈω-2πkT
X
ω
1
T
k
k
X
c
ω
2
k
T
(1)
After upsampling by factor
LL,
Equation 1 implies
Vⅇⅈω=1T∑k
X
c
ⅈωL-2πkT=1T∑k
X
c
ⅈω-2πLkTL
V
ω
1
T
k
k
X
c
ω
L
2
k
T
1
T
k
k
X
c
ω
2
L
k
T
L
Lowpass filtering with cutoff
πL
L and gain
LL yields
Yⅇⅈω=LT∑kL∈ℤ
X
c
ⅈω-2πLkTL=LT∑l
X
c
ⅈω-2πlTL
Y
ω
L
T
kL
k
L
X
c
ω
2
L
k
T
L
L
T
l
l
X
c
ω
2
l
T
L
since the spectral copies with indices other than
k=lL
klL
(for
l∈ℤ
l) are removed.
Clearly, this process yields a
TL
TL-shaped version of
x
c
t
x
c
t
.
Figure 2 illustrates these frequency-domain arguments for
L=2L2.
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