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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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