Digital Signal Processing Reference
In-Depth Information
EXAMPLE 3.3
Determine whether the linear systems
a.
yðnÞ¼2xðn 5Þ
b.
yðnÞ¼2xð3nÞ
are time invariant.
Solution:
a. Let the input and output be x
1
ðnÞ and y
1
ðnÞ, respectively; then the system output is y
1
ðnÞ¼2x
1
ðn 5Þ. Again,
let x
2
ðnÞ¼x
1
ðn n
0
Þ be the shifted input and y
2
ðnÞ be the output due to the shifted input. We determine the
system output using the shifted input as
y
2
ðnÞ¼2x
2
ðn 5Þ¼2x
1
ðn n
0
5Þ
Meanwhile, shifting y
1
ðnÞ¼2x
1
ðn 5Þ by n
0
samples leads to
y
1
ðn n
0
Þ¼2x
1
ðn 5 n
0
Þ
We can verify that y
2
ðnÞ¼y
1
ðn n
0
Þ. Thus the shifted input of n
0
samples causes the system output to be
shifted by the same n
0
samples. The system is thus time invariant.
b. Let the input and output be x
1
ðnÞ and y
1
ðnÞ, respectively; then the system output is y
1
ðnÞ¼2x
1
ð3nÞ. Again, let
the input and output be x
2
ðnÞ and y
2
ðnÞ, where x
2
ðnÞ¼x
1
ðn n
0
Þ, a shifted version, and the corresponding output
is y
2
ðnÞ. We get the output due to the shifted input x
2
ðnÞ¼x
1
ðn n
0
Þ and note that x
2
ð3nÞ¼x
1
ð3n n
0
Þ:
y
2
ðnÞ¼2x
2
ð3nÞ¼2x
1
ð3n n
0
Þ
On the other hand, if we shift y
1
ðnÞ by n
0
samples, and replace n in y
1
ðnÞ¼2x
1
ð3nÞ by n n
0
, we obtain
y
1
ðn n
0
Þ¼2x
1
ð3ðn n
0
ÞÞ ¼ 2x
1
ð3n 3n
0
Þ
Clearly, we know that y
2
ðnÞ
s
y
1
ðn n
0
Þ. Since the system output y
2
ðnÞ using the input shifted by n
0
samples is
not equal to the system output y
1
ðnÞ shifted by the same n
0
samples, the system is not time invariant.
3.2.3
Causality
A causal system is the one in which the output
yðnÞ
at time
n
depends only on the current input
xðnÞ
at
time
n
, and its past input sample values such as
xðn
1
Þ
,
xðn
2
Þ
,
.
. Otherwise, if a system output
depends on future input values such as
xðn þ
1
Þ
,
xðn þ
2
Þ
,
.
, the system is noncausal. The noncausal
system cannot be realized in real time.
EXAMPLE 3.4
Determine whether the systems
a.
yðnÞ¼0:5xðnÞþ2:5xðn 2Þ, for n 0
b.
yðnÞ¼0:25xðn 1Þþ0:5xðn þ 1Þ0:4yðn 1Þ, for n 0
are causal.
Solution:
a. Since for n 0, the output yðnÞ depends on the current input xðnÞ and its past value xðn 2Þ, the system is
causal.
b. Since for n 0, the output yðnÞ depends on the current input xðnÞ and its future value xðn þ 1Þ, the system is
noncausal.
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