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60<br />

Signals and Spectra Chap. 2<br />

Using Table 2–2, we find that the FT pair for the second derivative is<br />

d 2 w(t)<br />

dt 2<br />

4 1 T ejvT - 2 T + 1 T e-jvT<br />

which can be rewritten as<br />

Referring to Table 2–1 and applying the integral theorem twice, we get the FT pair for the original<br />

waveform:<br />

Thus,<br />

d 2 w(t)<br />

dt 2 4 1 T 1 e jvT/2 - e -jvT/222 = -4 (sin pfT)2<br />

T<br />

w(t) 4 -4<br />

T<br />

(sin pfT) 2<br />

(j2pf) 2<br />

w(t) =a t T b 4 T Sa2 (pfT)<br />

(2–61)<br />

See Example2_07.m. This is illustrated in Fig. 2–6c.<br />

Convolution<br />

The convolution operation, as listed in Table 2–1, is very useful. Section 2–6 shows how the<br />

convolution operation is used to evaluate the waveform at the output of a linear system.<br />

DEFINITION. The convolution of a waveform w 1 (t) with a waveform w 2 (t) to produce<br />

a third waveform w 3 (t) is<br />

q<br />

w 3 (t) = w 1 (t) * w 2 (t) ! w 1 (l) w 2 (t - l) dl<br />

L<br />

-q<br />

(2–62a)<br />

where w 1 (t)* w 2(t) is a shorthand notation for this integration operation and * is read<br />

“convolved with.”<br />

When the integral is examined, we realize that t is a parameter and l is the variable of integration.<br />

If discontinuous waveshapes are to be convolved, it is usually easier to evaluate the<br />

equivalent integral<br />

q<br />

w 3 (t) = w 1 (l) w 2 (-(l - t)) dl<br />

L<br />

-q<br />

(2–62b)<br />

Thus, the integrand for Eq. (2–62b) is obtained by<br />

1. Time reversal of w 2 to obtain w 2 (-l),<br />

2. Time shifting of w 2 by t seconds to obtain w 2 (-(l - t)), and<br />

3. Multiplying this result by w 1 to form the integrand w 1 (l) w 2 (-(l - t)).<br />

These three operations are illustrated in the examples that follow.

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