Image Processing Reference
In-Depth Information
D
x
(
k
+1)
x
(
k
)
+
+
Unit
delay
y
(
k
)
B
u
(
k
)
+
C
+
A
FIGURE 4.6
Block diagram of a discrete LTI system in state space.
4.7 STATE-SPACE REPRESENTATION OF DISCRETE-TIME
LTI SYSTEMS
Consider the LTI discrete-time dynamic system described by the difference equation:
X
X
N
M
y
(
k
) ¼
a
i
y
(
k
i
) þ
b
i
u
(
k
i
)
(
4
:
90
)
i
¼
1
i
¼
0
The state-space realizations of the above system in two most important standard
forms, i.e., the controllable and observable canonical forms, are discussed below.
4.7.1 C
ONTROLLABLE
C
ANONICAL
F
ORM
The controllable canonical form is given by
2
3
2
3
2
4
3
5
2
4
3
5
x
1
(
k
þ
1
)
x
1
(
k
)
x
2
(
k
)
.
x
N
1
(
k
)
x
N
(
k
)
0
1
0
0
0
0
.
0
1
4
5
4
5
x
2
(
k
þ
1
)
0
0
1
0
.
.
.
.
.
.
x
N
1
(
k
þ
¼
þ
u
(
k
)(
4
:
91
)
)
0
0
0
1
1
x
N
(
k
þ
)
a
N
a
N
1
a
N
2
a
1
1
with the output equation
2
4
3
5
x
1
(
k
)
x
2
(
k
)
.
x
N
1
(
k
)
x
N
(
k
)
y
(
k
) ¼
b
N
a
N
b
0
b
N
1
a
N
1
b
0
b
N
2
a
N
2
b
0
½
b
1
a
1
b
0
þ
b
0
u
(
k
)
(
4
:
92
)
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