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1
Lecture 2
Stability
2
Any bounded input yields bounded output, i.e.
For linear systems:
BIBO Stability โ‡”All the poles of the transfer function lie in the LHP.
Characteristic Equation
Solve for poles of the transfer function T(s)
Bounded-Input Bounded-Output (BIBO) stablility
Definition: For any constant N, M >0
3
Asymptotically stable โ‡” All the eigenvalues of the A matrix
have negative real parts
(i.e. in the LHP)
Solve for the eigenvalues for A matrix
Asymptotic stablility
Note: Asy. Stability is indepedent of B and C Matrix
For linear systems:
4
Asy. Stability from Model Decomposition
Suppose that all the eigenvalues of A are distinct.
Coordinate Matrix
Hence, system Asy. Stable โ‡” all the eigenvales of A at lie in the LHP
Let the eigenvector of matrix A with respect to eigenvalue
5
Asymptotic Stability in 1D
Stability Concept in 1D
Instability in 1D
6
In the absence of pole-zero cancellations, transfer function poles are
identical to the system eigenvalues. Hence BIBO stability is
equivalent to asymptotical stability.
Conclusion: If the system is both controllable and observable, then
BIBO Stability โ‡” Asymptotical Stability
Asymptotic Stablility versus BIBO Stability
โ€ข Asymptotically stable
โ€ข All the eigenvalues of A lie in the LHP
โ€ข BIBO stable
โ€ข Routh-Hurwitz criterion
โ€ข Root locus method
โ€ข Nyquist criterion
โ€ข ....etc.
Methods for Testing Stability
7
Set ๐‘ข(๐‘ก) = 0,
we get
0 1
โˆ’2 โˆ’3
๐‘ฅ1๐‘’
๐‘ฅ2๐‘’
=
0
0
โ‡’
๐‘ฅ1๐‘’
๐‘ฅ2๐‘’
=
0
0
Example:
Equilibrium point
Lyapunov Stablility
In other words, consider the system
Find the equilibrium point ?
8
Definition: An equilibrium state of an autonomous system is
stable in the sense of Lyapunov if for every , exist a
such that for
9
Definition: An equilibrium state of an autonomous system is
asymptotically stable if
(i) it is stable
(ii) there exist a such that
10
Lyapunov Theorem
Consider the system (1)
A function V(x) is called a Lapunov fuction V(x) if
Then eq. state of the system (1) is stable.
Then eq. state of the system (1) is asy. stable.
Moreover, if the Lyapunov function satisfies
and
11
Explanation of the Lyapunov Stability Theorem
1. The derivative of the Lyapunov function along the trajectory is negative.
2. The Lyapunov function may be consider as an energy function of the system.
12
Lyapunovโ€™s method for Linear system:
Proof: Choose
The eq. state is asymptotically stable.
โ‡”
For any p.d. matrix Q , there exists a p.d. solution of the
Lyapunov equation
Hence, the eq. state x=0 is asy. stable by Lapunov theorem.
13
Asymptotically stable in the large
( globally asymptotically stable)
(1) The system is asymptotically stable for all the initial states .
(2) The system has only one equilibrium state.
(3) For an LTI system, asymptotically stable and globally
asymptotically stable are equivalent.
Lyapunov Theorem (Asy. Stability in the large)
If the Lyapunov function V(x) further satisfies
(i)
(ii)
Then, the (asy.) stability is global.
14
Sylvesterโ€™s criterion
A symmetric matrix Q is p.d. if and only if all its n
leading principle minors are positive.
Definition
The i-th leading principle minor of an
matrix Q is the determinant of the matrix extracted from
the upper left-hand corner of Q.
15
Remark:
(1) are all negative Q is n.d.
(2) All leading principle minors of โ€“Q are positive Q is n.d.
๐‘‰(๐‘ฅ)
= 2๐‘ฅ1
2
+ 4๐‘ฅ1๐‘ฅ3 + 3๐‘ฅ1
2
+ 6๐‘ฅ2๐‘ฅ3 + ๐‘ฅ3
2
Q is not p.d.
Example:
16
P is p.d.
System is asymptotically stable
Example: Test the stability of the system
Q.1 Check the stability of the equilibrium state of the system
described by
X1ห™ = X2
17
1
๐‘‹ห™2 = โˆ’๐‘‹1 โˆ’ ๐‘‹2๐‘‹2
2
Solution:
Select Lyapunov function
V X = ๐‘‹2+๐‘‹2
1
Which is positive definite function
Its derivative is
V Xฬ‡ =
๐œ•V dX1
+
๐œ•V dX2
๐œ•X1 dt ๐œ•X2 dt
1
V X
ห™ = 2X1X2 + 2X2 โˆ’X1 โˆ’ X2X2
18
1 2
V X
ห™ = 2X1X2 โˆ’ 2X2๐‘‹1 โˆ’ 2๐‘‹2๐‘‹2
1 2
V X
ห™ = โˆ’2X2X2
V X
ห™ is always negative definite.
V X โ†’ โˆž as X โ†’ โˆž Then system is asymptotically stable in-the-large.
Q.2 Consider the nonlinear system described by the equations
19
X1ห™ = X2
ห™ =
X2 1 โˆ’ X1 X2 โˆ’ X1
Find the region in the state plane for which the equilibrium state of
the systems asymptotically stable.
Solution:
Select Lyapunov function
1 2
V X = ๐‘‹2+๐‘‹2
Which is positive definite function
Its derivative is
V Xฬ‡ =
๐œ•V dX1
+
๐œ•V dX2
๐œ•X1 dt ๐œ•X2 dt
V X
ห™ = 2X1X2 + 2X2 โˆ’ 1 โˆ’ X1
20
2
V X
ห™ = 2X1X2 โˆ’ 2๐‘‹2 1 โˆ’ X1
X2 โˆ’ X1
โˆ’ 2๐‘‹1๐‘‹2
2
V X
ห™ = โˆ’2๐‘‹2 1 โˆ’ X1
Case1:
V X
ห™ to be negative definite if 1 โˆ’ X1 > 0 , X2 โ‰  0
or ๐‘‹1 < 1
If these conditions are fulfil then system remain asymptotically
stable.
Case2:
V X
ห™ = 0 if ๐‘‹1 = 1 at this point rate of change of energy will
become zero. At this point there is no trajectory. But energy is not
zero at this point.
Case3:
V X
ห™ is not negative definite if ๐‘‹1 > 1
In this region system will become unstable.
21
Possibly unstable
Stable Stable
Possibly unstable
X1
X2

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lec_2 for stability of control system .pptx

  • 2. 2 Any bounded input yields bounded output, i.e. For linear systems: BIBO Stability โ‡”All the poles of the transfer function lie in the LHP. Characteristic Equation Solve for poles of the transfer function T(s) Bounded-Input Bounded-Output (BIBO) stablility Definition: For any constant N, M >0
  • 3. 3 Asymptotically stable โ‡” All the eigenvalues of the A matrix have negative real parts (i.e. in the LHP) Solve for the eigenvalues for A matrix Asymptotic stablility Note: Asy. Stability is indepedent of B and C Matrix For linear systems:
  • 4. 4 Asy. Stability from Model Decomposition Suppose that all the eigenvalues of A are distinct. Coordinate Matrix Hence, system Asy. Stable โ‡” all the eigenvales of A at lie in the LHP Let the eigenvector of matrix A with respect to eigenvalue
  • 5. 5 Asymptotic Stability in 1D Stability Concept in 1D Instability in 1D
  • 6. 6 In the absence of pole-zero cancellations, transfer function poles are identical to the system eigenvalues. Hence BIBO stability is equivalent to asymptotical stability. Conclusion: If the system is both controllable and observable, then BIBO Stability โ‡” Asymptotical Stability Asymptotic Stablility versus BIBO Stability โ€ข Asymptotically stable โ€ข All the eigenvalues of A lie in the LHP โ€ข BIBO stable โ€ข Routh-Hurwitz criterion โ€ข Root locus method โ€ข Nyquist criterion โ€ข ....etc. Methods for Testing Stability
  • 7. 7 Set ๐‘ข(๐‘ก) = 0, we get 0 1 โˆ’2 โˆ’3 ๐‘ฅ1๐‘’ ๐‘ฅ2๐‘’ = 0 0 โ‡’ ๐‘ฅ1๐‘’ ๐‘ฅ2๐‘’ = 0 0 Example: Equilibrium point Lyapunov Stablility In other words, consider the system Find the equilibrium point ?
  • 8. 8 Definition: An equilibrium state of an autonomous system is stable in the sense of Lyapunov if for every , exist a such that for
  • 9. 9 Definition: An equilibrium state of an autonomous system is asymptotically stable if (i) it is stable (ii) there exist a such that
  • 10. 10 Lyapunov Theorem Consider the system (1) A function V(x) is called a Lapunov fuction V(x) if Then eq. state of the system (1) is stable. Then eq. state of the system (1) is asy. stable. Moreover, if the Lyapunov function satisfies and
  • 11. 11 Explanation of the Lyapunov Stability Theorem 1. The derivative of the Lyapunov function along the trajectory is negative. 2. The Lyapunov function may be consider as an energy function of the system.
  • 12. 12 Lyapunovโ€™s method for Linear system: Proof: Choose The eq. state is asymptotically stable. โ‡” For any p.d. matrix Q , there exists a p.d. solution of the Lyapunov equation Hence, the eq. state x=0 is asy. stable by Lapunov theorem.
  • 13. 13 Asymptotically stable in the large ( globally asymptotically stable) (1) The system is asymptotically stable for all the initial states . (2) The system has only one equilibrium state. (3) For an LTI system, asymptotically stable and globally asymptotically stable are equivalent. Lyapunov Theorem (Asy. Stability in the large) If the Lyapunov function V(x) further satisfies (i) (ii) Then, the (asy.) stability is global.
  • 14. 14 Sylvesterโ€™s criterion A symmetric matrix Q is p.d. if and only if all its n leading principle minors are positive. Definition The i-th leading principle minor of an matrix Q is the determinant of the matrix extracted from the upper left-hand corner of Q.
  • 15. 15 Remark: (1) are all negative Q is n.d. (2) All leading principle minors of โ€“Q are positive Q is n.d. ๐‘‰(๐‘ฅ) = 2๐‘ฅ1 2 + 4๐‘ฅ1๐‘ฅ3 + 3๐‘ฅ1 2 + 6๐‘ฅ2๐‘ฅ3 + ๐‘ฅ3 2 Q is not p.d. Example:
  • 16. 16 P is p.d. System is asymptotically stable Example: Test the stability of the system
  • 17. Q.1 Check the stability of the equilibrium state of the system described by X1ห™ = X2 17 1 ๐‘‹ห™2 = โˆ’๐‘‹1 โˆ’ ๐‘‹2๐‘‹2 2 Solution: Select Lyapunov function V X = ๐‘‹2+๐‘‹2 1 Which is positive definite function Its derivative is V Xฬ‡ = ๐œ•V dX1 + ๐œ•V dX2 ๐œ•X1 dt ๐œ•X2 dt
  • 18. 1 V X ห™ = 2X1X2 + 2X2 โˆ’X1 โˆ’ X2X2 18 1 2 V X ห™ = 2X1X2 โˆ’ 2X2๐‘‹1 โˆ’ 2๐‘‹2๐‘‹2 1 2 V X ห™ = โˆ’2X2X2 V X ห™ is always negative definite. V X โ†’ โˆž as X โ†’ โˆž Then system is asymptotically stable in-the-large.
  • 19. Q.2 Consider the nonlinear system described by the equations 19 X1ห™ = X2 ห™ = X2 1 โˆ’ X1 X2 โˆ’ X1 Find the region in the state plane for which the equilibrium state of the systems asymptotically stable. Solution: Select Lyapunov function 1 2 V X = ๐‘‹2+๐‘‹2 Which is positive definite function Its derivative is V Xฬ‡ = ๐œ•V dX1 + ๐œ•V dX2 ๐œ•X1 dt ๐œ•X2 dt
  • 20. V X ห™ = 2X1X2 + 2X2 โˆ’ 1 โˆ’ X1 20 2 V X ห™ = 2X1X2 โˆ’ 2๐‘‹2 1 โˆ’ X1 X2 โˆ’ X1 โˆ’ 2๐‘‹1๐‘‹2 2 V X ห™ = โˆ’2๐‘‹2 1 โˆ’ X1 Case1: V X ห™ to be negative definite if 1 โˆ’ X1 > 0 , X2 โ‰  0 or ๐‘‹1 < 1 If these conditions are fulfil then system remain asymptotically stable. Case2: V X ห™ = 0 if ๐‘‹1 = 1 at this point rate of change of energy will become zero. At this point there is no trajectory. But energy is not zero at this point.
  • 21. Case3: V X ห™ is not negative definite if ๐‘‹1 > 1 In this region system will become unstable. 21 Possibly unstable Stable Stable Possibly unstable X1 X2