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PTG
i
Z
i
þ a
Z
i
þ
I
l
0
ð
75
Þ
\
a
I
Z
i
T
PTA
i
¼
þ
U
i
C
0
ð
76
Þ
V
i
C
PTN
i
¼ 0
ð
77
Þ
The observer gains are determined by:
P
1
Z
i
H
i
¼
ð
78
Þ
P
1
U
i
L
i
¼
ð
79
Þ
P
1
V
i
M
i
¼
ð
80
Þ
J
i
¼ TB
i
ð
81
Þ
where T,
C
2
are given in (
74
), (
71
), (
73
), respectively.
Proof In order to establish the stability of the estimation error e
C
1
and
ð
Þ
, let us consider
the following Lyapunov function (
27
). Using (
65
), the derivative of the Lyapunov
function (
27
) is given by
t
X
r
e
V
e
T
H
i
P
2e
T
PTG
i
f
ð
e
ð
t
ÞÞ
¼
h
i
ðnð
t
ÞÞ
ð
t
Þ
þ
PH
i
ð
t
Þþ
ð
t
Þ
ð
t
Þ
ð
82
Þ
i
¼
1
If
k
f
ð
t
kf l
, then the derivative of V
ð
e
ð
t
ÞÞ
becomes:
ÞÞ
P
r
V
PTG
i
k
e
T
H
i
P
e
T
ð
e
ð
t
h
i
nð
ð
t
Þ
Þ
½
ð
t
Þð
þ
PH
i
Þ
e
ð
t
Þþ
2
lk
ð
t
Þ
ð
83
Þ
i¼1
For any positive scalar
a
, we have the following inequality:
PTG
i
ka
1
PTG
i
k
2
e
T
2
e
T
ð
84
Þ
2
lk
ð
t
Þ
l
k
ð
t
Þ
þ a
Hence, one obtains
ÞÞ
P
r
V
PTG
i
k
2
e
T
H
i
P
Þþa
1
2
e
T
ð
e
ð
t
h
i
nð
ð
t
Þ
Þ
½
ð
t
Þð
þ
PH
i
Þ
e
ð
t
l
k
ð
t
Þ
þ a
ð
85
Þ
i¼1
V
ð
e
ð
t
ÞÞ
P
r
2
PTG
i
G
i
T
T
P
Þ
e
ð
t
Þþa
Þ
½e
T
ð
t
Þð
H
i
P
þ
PH
i
þ a
1
h
i
nð
t
Þ
ð
l
ð
86
Þ
i¼1
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