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Decimation by a Factor D 481<br />

|X(ω x )|<br />

A<br />

−π<br />

−π3<br />

0<br />

π3<br />

π<br />

ω x<br />

|Y(ω y )|<br />

A3<br />

−3π −2π −π 0 π 2π 3π<br />

ω y<br />

FIGURE 9.5<br />

Spectra of x(n) and y(m) in no-aliasing case<br />

are related by<br />

ω y = Dω x (9.16)<br />

Thus, as expected, the frequency range 0 ≤|ω x |≤π/D is stretched into<br />

the corresponding frequency range 0 ≤|ω y |≤π by the downsampling<br />

process.<br />

We conclude that the spectrum Y (ω y ), which is obtained by evaluating<br />

(9.12) on the unit circle, can be expressed as 1<br />

Y (ω y )= 1 D<br />

D−1<br />

∑<br />

k=0<br />

( )<br />

ωy − 2πk<br />

X<br />

D<br />

(9.17)<br />

which is an aliased version of the spectrum X(ω x )ofx(n). To avoid aliasing<br />

error, one needs the spectrum X(ω x )tobeless than full band or<br />

bandlimited (note that this bandlimitedness is in the digital frequency<br />

domain). In fact we must have<br />

π<br />

X(ω x )=0 for<br />

D ≤|ω x|≤π (9.18)<br />

Then,<br />

Y (ω y )= 1 (<br />

D X ωy<br />

)<br />

, |ω y |≤π (9.19)<br />

D<br />

and no aliasing error is present. An example of this for D =3isshown in<br />

Figure 9.5.<br />

1 In this chapter, we will make a slight change in our notation for the DTFT. We will use<br />

X(ω) todenote the spectrum of x(n) instead of the previously used notation X(e jω ).<br />

Although this change does conflict with the z-transform notation, the meaning should<br />

be clear from the context. This change is made for the sake of clarity and visibility of<br />

variables.<br />

Copyright 2010 Cengage Learning. All Rights Reserved. May not be copied, scanned, or duplicated, in whole or in part. Due to electronic rights, some third party content may be suppressed from the eBook and/or eChapter(s).<br />

Editorial review has deemed that any suppressed content does not materially affect the overall learning experience. Cengage Learning reserves the right to remove additional content at any time if subsequent rights restrictions require it.

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