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Sec. 2–8 Discrete Fourier Transform 99<br />

1.0<br />

w(t)<br />

|W(f) |<br />

Delta function<br />

1<br />

with weight –– 2<br />

0 – f s<br />

0<br />

f s<br />

t<br />

f<br />

(a) Waveform and Its Spectrum<br />

w w (t)<br />

T<br />

–– 2<br />

|W w (f) |<br />

T<br />

0<br />

t<br />

– f s f s<br />

f<br />

(b) Windowed Waveform and Its Spectrum<br />

w sw (t)<br />

T<br />

–––<br />

2t<br />

|W sw (f) |<br />

t<br />

t<br />

– f s<br />

1<br />

1<br />

– –– fs<br />

––2 f<br />

f s<br />

2<br />

s<br />

f<br />

(c) Sampled Windowed Waveform and Its Spectrum ( f s 1/t )<br />

w psw (t)<br />

T<br />

–––<br />

2t<br />

|W sw (f) | or t | X(n) |<br />

t<br />

T 0<br />

– f s<br />

1<br />

– –– f 1 0<br />

f fs<br />

––2 f s<br />

2<br />

s<br />

(d) Periodic Sampled Windowed Waveform and Its Spectrum (f 0 1/T)<br />

Figure 2–20<br />

Comparison of CFT and DFT spectra.<br />

1 2 3 4 5 6 7 8<br />

f<br />

n<br />

where f = n/T and ¢t = T/N. The sample values used in the DFT computation are<br />

x(k) = w(k ¢t), as shown in the left part of Fig. 2–20c. Also, because e -j(2p/N)nk of Eq. (2–176)<br />

is periodic in n—in other words, the same values will be repeated for n = N, N + 1, ...<br />

as were obtained for n = 0, 1, ...—it follows that X(n) is periodic (although only the first N values<br />

are returned by DFT computer programs, since the others are just repetitions). Another way<br />

of seeing that the DFT (and the IDFT) are periodic is to recognize that because samples are used,<br />

the discrete transform is an example of impulse sampling, and consequently, the spectrum must<br />

be periodic about the sampling frequency, f s = 1/¢t = N/T (as illustrated in Fig. 2–18 and

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