Digital Signal Processing Reference
In-Depth Information
The other way of getting the discrete transfer function results from discrete
convolution. It is known that convolution in frequency domain results in a product
of transforms. Calculating Z transform of both sides of Eq. 4.32 gives:
Y ð z Þ¼ H ð z Þ X ð z Þ;
ð 4 : 38 Þ
where X(z), Y(z) are Z transforms of the input and output signals, and H(z)isa
discrete transfer function of the system being Z transform of its impulse response:
H ð z Þ¼ X
1
h ð k Þ z k :
ð 4 : 39 Þ
k ¼ 0
Example 4.14 Determine the discrete transfer functions of the systems described
by the following difference equations:
(a)
y ð n Þ¼ ax ð n Þ
(b)
y ð n Þ¼ x ð n 1 Þ
(c)
y ð n Þ¼ b 0 x ð n Þþ b 1 x ð n 1 Þþ b 2 x ð n 2 Þ
y ð n Þ¼ x ð n Þþ a 1 y ð n 1 Þþ a 2 y ð n 2 Þ
(d)
Solutions Calculating transforms of the difference equations (assuming zero initial
conditions in all cases), after simple rearrangements the following transfer func-
tions are obtained:
(a)
H ð z Þ¼ a
H ð z Þ¼ z 1
(b)
H ð z Þ¼ b 0 þ b 1 z 1 þ b 2 z 2
(c)
H ð z Þ¼
1
1 a 1 z 1 a 2 z 2
(d)
Frequency Response
For the input signal of a discrete system being a phasor expressed as x ð n Þ¼
exp ð jnxT S Þ; where exp ð jnxT S Þ¼ cos ð nxT S Þþ j sin ð nxT S Þ; applying the convo-
lution ( 4.32 ) yields:
y ð n Þ¼ X
1
h ð k Þ x ð n k Þ¼ X
1
h ð k Þ exp ½ j ð n k Þ xT S
k ¼ 0
k ¼ 0
¼ exp ð jnxT S Þ X
1
h ð k Þ exp ð jkxT S Þ;
ð 4 : 40 Þ
k ¼ 0
where h(k) is a impulse response of the system.
The second part of ( 4.40 ) is just the frequency response, describing the output
signal when the input is a phasor of given frequency. The frequency response can
thus be given by:
H ð jx Þ¼ X
1
h ð k Þ exp ð jkxT S Þ:
ð 4 : 41 Þ
k ¼ 0
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