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The Properties of the DTFT 69<br />

8. Multiplication: This is a dual of the convolution property.<br />

F [x 1 (n)·x 2 (n)] = F [x 1 (n)] ∗○ F[x 2 (n)] △ = 1<br />

2π<br />

∫ π<br />

−π<br />

X 1 (e jθ )X 2 (e j(ω−θ) )dθ<br />

(3.12)<br />

This convolution-like operation is called a periodic convolution and<br />

hence denoted by ∗○. It is discussed (in its discrete form) in<br />

Chapter 5.<br />

9. Energy: The energy of the sequence x(n) can be written as<br />

E x =<br />

=<br />

∞∑<br />

|x(n)| 2 = 1<br />

2π<br />

−∞<br />

∫ π<br />

0<br />

|X(e jω )| 2<br />

dω<br />

π<br />

∫ π<br />

−π<br />

|X(e jω )| 2 dω (3.13)<br />

(for real sequences using even symmetry)<br />

This is also known as Parseval’s theorem. From (3.13) the energy density<br />

spectrum of x(n) isdefined as<br />

Φ x (ω) = △ |X(ejω )| 2<br />

π<br />

Then the energy of x(n) inthe [ω 1 ,ω 2 ] band is given by<br />

∫ω 2<br />

ω 1<br />

Φ x (ω)dω, 0 ≤ ω 1 > x1 = rand(1,11); x2 = rand(1,11); n = 0:10;<br />

>> alpha = 2; beta = 3; k = 0:500; w = (pi/500)*k;<br />

>> X1 = x1 * (exp(-j*pi/500)).^(n’*k); % DTFT of x1<br />

>> X2 = x2 * (exp(-j*pi/500)).^(n’*k); % DTFT of x2<br />

>> x = alpha*x1 + beta*x2; % Linear combination of x1 & x2<br />

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