| I/O |
I/S/O |
| variables:
(
u
,
y
)
(
u
,
y
)
|
variables:
(
u
,
x
,
y
)
(
u
,
x
,
y
)
|
|
ddtqyt=ddtput
,
n=degq≥degp
t
q
y
t
t
p
u
t
,
n
deg
q
deg
p
|
ddtxt=Axt+But
,
yt=Cxt+Dut
t
xt
A
x
t
B
u
t
,
y
t
C
x
t
D
u
t
|
|
ut
,
yt∈ℝ
u
t
,
y
t
|
xt∈ℝn
,
ABCD∈ℝn+1×n+1
x
t
n
,
A
B
C
D
n
1
n
1
|
|
| Impulse Response |
|
ddtqht=ddtpδt
t
q
h
t
t
p
δt
|
ht=Dδt+CⅇAtB
,
t≥0
h
t
D
δ
t
C
A
t
B
,
t
0
|
|
Hs=ℒht=psqs
H
s
ℒ
h
t
p
s
q
s
|
Hs=D+CsI-A-1B
H
s
D
C
s
I
A
B
|
|
| Poles -
characteristic roots - eigenfrequencies |
|
λi
,
qλi=0
,
I=
1
,
…
,
n
λi
,
q
λi
0
,
I
1
,
…
,
n
|
detλiI-A=0
λi
I
A
0
|
|
| Zeros |
|
Hzi=0
⇔
pzi
,
=
1
,
…
,
n
H
zi
0
⇔
p
zi
,
1
,
…
,
n
|
detziI-A-B-C-D=0
zi
I
A
-B
-C
-D
0
|
|
| Matrix exponential |
|
ⅇAt=∑k=0 ∞tkk!Ak⇒ddtⅇAt=AⅇAt=ⅇAtA
A
t
k
0
t
k
k
A
k
t
At
A
A
t
A
t
A
|
|
ℒⅇAt=sI-A-1
ℒ
A
t
s
I
A
|
|
| BIBO stability |
|
y=hu
y
h
u
, requirement
|
|
∃∀u:
∥u∥
∞
<∞⇒
u
∞
<∞
u
Norm
u
u
|
|
⇔
h
1
=∫0∞|ht|dt<∞
⇔
h
1
t
0
h
t
|
|
⇔
ℜλi<0
⇔
poles∈LHP
⇔
λi
0
⇔
poles
LHP
|
|
| Solution
in the time domain |
|
yt=yzit+yzst
y
t
yzi
t
yzs
t
|
xt=xzit+xzst
x
t
xzi
t
xzs
t
|
|
yt=∑I=1nciⅇλit+∫0-tht-τuτdτ
y
t
I
1
n
ci
λi
t
τ
0-
t
h
t
τ
u
τ
|
xt=ⅇAtx0-+∫0-tⅇAt-τBuτdτ
x
t
A
t
x
0-
τ
0-
t
A
t
τ
B
u
τ
|
| |
yt=CⅇAtx0-+∫0-tDδt-τ+CⅇAt-τBuτdτ
,
h·=Dδt-τ+CⅇAt-τB
y
t
C
A
t
x
0-
τ
0-
t
D
δ
t
τ
C
A
t
τ
B
u
τ
,
h
·
D
δ
t
τ
C
A
t
τ
B
|
| |
yt=CⅇAtx0-+∫0-tht-τuτdτ
y
t
C
A
t
x
0-
τ
0-
t
h
t
τ
u
τ
|
|
| Laplace
Transform: Solution in the frequency domain |
|
Ys=rsqs+HsUs
Y
s
r
s
q
s
H
s
U
s
|
Xs=sI-A-1x0-+sI-A-1BUs
X
s
s
I
A
x
0-
s
I
A
B
U
s
|
| |
Ys=CsI-A-1x0-+D+CsI-A-1BUs
,
Hs=D+CsI-A-1B
Y
s
C
s
I
A
x
0-
D
C
s
I
A
B
U
s
,
H
s
D
C
s
I
A
B
|
|
Let
Hs=D+ps¯qs
H
s
D
p
s
q
s
,
degp¯<degq
deg
p
deg
q
. Define
ww so that
ddtqwt=ut
t
q
w
t
u
t
,
yt=ddtp¯w+Dut⇒xT=ww1…wn-1∈ℝn
y
t
t
p
w
D
u
t
xT
w
w1
…
wn1
n
,
n
n
: degree of
qs
q
s
.
- Definition 1:
Zero-input or free response
response due to initial conditions alone.
- Definition 2:
Zero-state or forced response
response due to input (forcing function) alone (zero
initial condition).
- Definition 3:
Homogeneous solution
general form of
free-response (arbitrary initial conditions).
- Definition 4:
Particular solution
forced response.
- Definition 5:
Steady-state response
response obtained
for large balues of time
T→∞
T
.
- Definition 6:
Transient response
full response minus steady
minus state response.