Digital Signal Processing Reference
In-Depth Information
applications of the z-transform. Section 13.5 applies the z-transform to calculate
the output of an LTID system from the input sequence and the impulse response
of the LTID system. The relationship between the Laplace transform and the
z-transform is discussed in Section 13.6. Stability analysis of the LTID system in
the z-domain is presented in Section 13.7, while graphical techniques to derive
the frequency response from the z-transform are discussed in Section 13.8.
Section 13.9 compares the DTFT and z-transform in calculating the steady state
and transient responses of an LTID system. Section 13.10 introduces important
M
ATLAB
library functions useful in computing the z-transform and in the
analysis of LTID systems. Finally, the chapter is concluded in Section 13.11
with a summary of important concepts.
13.1 Analytical dev
elopment
Section 11.1 defines the synthesis and analysis equations of the DTFT pair
x
[
k
]
DTFT
←−−→
X
(
Ω
) as follows:
1
2
π
X
(
Ω
)e
j
Ω
k
d
Ω
;
x
[
k
]
=
DTFT synthesis equation
(13.1)
2
π
k
=−∞
x
[
k
]e
∞
−
j
Ω
k
.
DTFT analysis equation
X
(
Ω
)
=
(13.2)
To derive the expression for the bilateral z-transform, we calculate the DTFT
of the modified version
x
[
k
]e
−σ
k
of the DT signal. Based on Eq. (13.2), the
DTFT of the modified signal is given by
k
=−∞
x
[
k
]e
k
=−∞
x
[
k
]e
∞
∞
x
[
k
]e
−σ
k
−σ
k
e
−
j
Ω
k
−
(
σ +
j
Ω
)
k
.
ℑ
=
=
(13.3)
Substituting e
σ +
j
Ω
=
z
in Eq. (13.3) leads to the following definition for the
bilateral z-transform:
k
=−∞
x
[
k
]
z
∞
x
[
k
]e
−σ
k
−
k
.
z-analysis equation
X
(
z
)
=ℑ
=
(13.4)
It may be noted that the summation in Eq. (13.4) is absolutely summable only
for selected values of
z
. For other values of
z
, the infinite sum in Eq. (13.4)
may not converge to a finite value, and hence
X
(
z
) becomes infinite. The region
in the complex z-plane, where summation (13.4) is finite, is referred to as the
region of convergence (ROC) of the z-transform
X
(
z
).
By following a similar derivation for the DTFT synthesis equation, Eq. (13.1),
the expression for the inverse z-transform is given by
1
2
π
j
X
(
z
)
z
k
−
1
d
z
,
z-synthesis equation
x
[
k
]
=
(13.5)
C
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