Standard lqg (all toggle buttons “off”), Integral action – National Instruments Xmath Interactive Control Design Module ICDM User Manual
Page 105

Chapter 12
LQG/H-Infinity Synthesis
© National Instruments Corporation
12-11
Xmath Interactive Control Design Module
The system equations of plant, filters, and integrators are as follows:
Standard LQG (All Toggle Buttons “Off”)
In LQG synthesis mode, the controller C minimizes a weighted sum of the
steady-state actuator and output variance:
where E denotes expectation.
Integral Action
When Integral action is enabled, the controller minimizes a variation on the
LQG cost:
where
Plant (P):
Output filter (F
y
):
Input filter (F
u
):
Integrator:
x·
p
A
p
x
p
B
p
u
act
B
p
w
p
w
x
+
+
+
=
y
p
C
p
x
p
w
s
w
y
+
+
=
y˜
C
y˜
x
y˜
w
y˜
+
=
x·
y˜
A
y˜
x
y˜
B
y˜
y
p
W
p
w
F
+
+
=
x·
u˜
A
u˜
x
u˜
B
u˜
u
act
+
=
u˜
C
u˜
x
u˜
D
u˜
u
act
+
=
x·
I
y˜ W
I
w
r
+
=
y
I
x
I
w
r
+
=
J
E
t
∞
→
lim
x
T
u
T
R
xx
R
xu
R
ux
R
uu
x
T
u
T
ρ
u i
,
u
i
2
,
i
1
=
n
u
∑
+
ρ
y j
,
y
j
2
,
j
1
=
n
y
∑
+
⎝
⎠
⎜
⎟
⎜
⎟
⎛
⎞
=
J
E
t
∞
→
lim
x
T
u
T
R
xx
R
xu
R
ux
R
uu
x
T
u
T
ρ
u i
,
u
i
2
i
1
=
n
u
∑
ρ
y j
,
y
j
2
y
I j
,
2
+
[
]
j
1
=
n
y
∑
+
+
⎝
⎠
⎜
⎟
⎜
⎟
⎛
⎞
=
⎝
⎠
⎜
⎟
⎜
⎟
⎛
⎞
a
y
I j
,
t
( )
1
T
int
--------
y
j
ϒ
( ) ϒ
d
0
t
∫
=
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