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Chapter 2: Problem Solutions
Discrete Time Processing of Continuous Time Signals
Sampling
à Problem 2.1.
Problem:
Consider a sinusoidal signal xt 3cos1000t0.1
and let us sample it at a frequency F 2kHz.
s
a) Determine and expression for the sampled sequence xn xnT and determine its Discrete
Time Fourier Transform X DTFTxn; s
b) Determine XF FTxt;
c) Recompute X from the XF and verify that you obtain the same expression as in a).
Solution:
a) xn xt 3cos0.5n0.1. Equivalently, using complex exponentials,
tnT
s
j0.1 j0.5n j0.1 j0.5n
xn 1.5e e 1.5e e
Therefore its DTFT becomes
j0.1 j0.1
X DTFTxn 3e 3e
2 2
with
j2F t
b) Since FTe 0 FF then
0
2 Solutions_Chapter2[1].nb
j0.1 j0.1
for all F. XF 1.5e F 5001.5e F 500
c) Recall that X DTFTxn and XF FTxt are related as
X F XFkF
s s FF 2
k s
with F the sampling frequency. In this case there is no aliasing, since all frequencies are contained
s
within F 2 1kHz. Therefore, in the interval we can write
s X F XF
s FF 2
s
with F 2000Hz. Substitute for XF from part b) to obtain
s
j0.1 j0.1
X 20001.5e 2000 500 1.5e 2000 500
2 2
Now recall the property of the "delta" function: for any constant a 0,
1 t
at
Therefore we can write a a
j0.1 j0.1
X 3e 3e
2 2
same as in b).
à Problem 2.2.
Problem
Repeat Problem 1 when the continuous time signal is
Solution xt 3cos3000t
Following the same steps:
a) xn 3cos1.5n. Notice that now we have aliasing, since
F
s
F 1500Hz 1000Hz. Therefore, as shown in the figure below, there is an aliasing at
0 2
F F 20001500Hz500Hz. Therefore after sampling we have the same signal as in
s 0
Problem 1.1, and everything follows.
Solutions_Chapter2[1].nb 3
X(F)
1.5 1.5 F(kHz)
F X(FkF)
s s
k
1.5 0.5 0.5 1.5 F(kHz)
F F
s 1.0 s 1.0
2 2
à Problem 2.3.
Problem
For each XF FTxt shown, determine X DTFTxn, where
xn xnT is the sampled sequence. The Sampling frequency F is given for each case.
s s
a) XF F1000, F 3000Hz;
s
b) XF F500F500, F 1200Hz
s
F
c) XF 3rect, F 2000Hz;
1000 s
F
d) XF 3rect, F 1000Hz;
1000 s
F3000 F3000
e) XF rect rect, F 3000Hz;
1000 1000 s
Solution
For all these problems use the relation
X F X F 2kF
s s s
k
3000 2
a) X 3000 1000 k3000 2 k2;
k 2 k 3
4 Solutions_Chapter2[1].nb
1200 1200
b) X 1200 500 k1200 500 k1200
k 2 2
2 k2 k2
k 0 0
2500 1200 1.2;
0
20002 2000 k2
c) X 20003rect k 6000rect shown
k 1000 1000 k
below.
X()
2 2
2 2
10002 1000 k2
d) X 10003rect k 3000rect shown below
k 1000 1000 k 2
X()
2 2
300023000 3000 300023000 3000
e) X 3000rect k rect k
k 1000 1000 1000 1000
3 3
3000rect 33krect 33k
k 2 2
k2
6000rect
shown below. k 23
X()
6000
2 2 2 2
6 6
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