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Introduction to Digital Signal and System Analysis - Tutorsindia

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<strong>Introduction</strong> <strong>to</strong> <strong>Digital</strong> <strong>Signal</strong> <strong>and</strong> <strong>System</strong> <strong>Analysis</strong><br />

Frequency Domain <strong>Analysis</strong><br />

|H(W)|<br />

12<br />

10<br />

8<br />

6<br />

4<br />

2<br />

0<br />

0 0.5 1 1.5 2 2.5 3<br />

2<br />

1.5<br />

Phase<br />

1<br />

0.5<br />

0<br />

0 0.5 1 1.5 2 2.5 3<br />

0 ≤ W ≤ p<br />

Figure 4.7 Modulus <strong>and</strong> phase of frequency response<br />

4.5 Frequency correspondence when sampling rate is given<br />

Let x[n] be a signal discretized with a sampling rate of<br />

harmonic component with frequency<br />

transform is given by<br />

f 0<br />

Hz<br />

⎛ 2pf<br />

exp<br />

⎜ j<br />

⎝ f<br />

s<br />

f Hz, we are about <strong>to</strong> find the position of peak for a complex<br />

s<br />

0<br />

⎟ ⎞<br />

n in the frequency Ω (rad/sample) domain. Its Fourier<br />

⎠<br />

X ( W)<br />

=<br />

=<br />

i.e.<br />

∞<br />

∑<br />

n=−∞<br />

∞<br />

∑<br />

n=−∞<br />

⎛ ⎛ 2pf<br />

exp⎜<br />

j<br />

⎜<br />

⎝ ⎝ f<br />

s<br />

⎛ 2pf<br />

exp<br />

⎜ j<br />

⎝ f<br />

s<br />

0<br />

0<br />

⎞ ⎞<br />

− W ⎟<br />

⎟n<br />

⎠ ⎠<br />

⎞<br />

n<br />

⎟exp<br />

⎠<br />

( − jWn)<br />

2πf<br />

X ( Ω)<br />

= 2πδ<br />

Ω −<br />

f s<br />

0<br />

<br />

<br />

<br />

Therefore, the peak appears at<br />

f W = 2p 0<br />

f s<br />

f<br />

s<br />

/ 2<br />

the signal is f<br />

0<br />

= f<br />

s<br />

/ 2 , corresponding <strong>to</strong> W = 2 p = p (rad/sample).<br />

f<br />

. According <strong>to</strong> the Nyquist sampling theorem, the maximum frequency in<br />

s<br />

56<br />

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