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TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical & Computer Eng., Univ. of Illinois at Urbana-Champaign opean Control Conference, Budapest, Aug 2009

TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

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Page 1: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

TOWARDS ROBUST LIE-ALGEBRAIC STABILITY

CONDITIONS for SWITCHED LINEAR SYSTEMS

Daniel Liberzon

Coordinated Science Laboratory andDept. of Electrical & Computer Eng.,Univ. of Illinois at Urbana-Champaign

European Control Conference, Budapest, Aug 2009

Page 2: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

SWITCHED SYSTEMSSwitched system:

• is a family of systems

• is a switching signal

Switching can be:

• State-dependent or time-dependent• Autonomous or controlled

Details of discrete behavior are “abstracted away”

: stabilityProperties of the continuous state

Discrete dynamics classes of switching signals

Page 3: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

STABILITY ISSUE

unstable

Asymptotic stability of each subsystem is

not sufficient for stability under arbitrary switching

Page 4: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

KNOWN RESULTS: LINEAR SYSTEMS

Lie algebra w.r.t.

No further extension based on Lie algebra only

Quadratic common Lyapunov function exists in all these cases

Assuming GES of all modes, GUES is guaranteed for:

• commuting subsystems:

[Narendra–Balakrishnan,

• nilpotent Lie algebras (suff. high-order Lie brackets are 0)e.g.

Gurvits,

• solvable Lie algebras (triangular up to coord. transf.)

Kutepov, L–Hespanha–Morse,

• solvable + compact (purely imaginary eigenvalues)

Agrachev–L]

Page 5: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

KNOWN RESULTS: NONLINEAR SYSTEMS

• Linearization (Lyapunov’s indirect method)

Can prove by trajectory analysis [Mancilla-Aguilar ’00]

or common Lyapunov function [Shim et al. ’98, Vu–L ’05]

• Global results beyond commuting case

Recently obtained using optimal control approach

[Margaliot–L ’06, Sharon–Margaliot ’07]

• Commuting systems

GUAS

Page 6: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

REMARKS on LIE-ALGEBRAIC CRITERIA

• Checkable conditions

• In terms of the original data

• Independent of representation

• Not robust to small perturbations

In any neighborhood of any pair of matricesthere exists a pair of matrices generating the entire Lie algebra [Agrachev–L ’01]

How to measure closeness to a “nice” Lie algebra?

Page 7: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

EXAMPLE

(discrete time, or cont. time periodic switching: )

Suppose .

Fact 1 Stable for dwell time :

Fact 2 If then always stable:

This generalizes Fact 1 (didn’t need ) and Fact 2 ( )

Switching between and

Schur

Fact 3 Stable if where is small enough s.t.

When we have where

Page 8: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

EXAMPLE

(discrete time, or cont. time periodic switching: )

Suppose .

Fact 1 Stable for dwell time :

Fact 2 If then always stable:

Switching between and

Schur

When we have where

Page 9: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

MORE GENERAL FORMULATION

Assume switching period :

Page 10: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

MORE GENERAL FORMULATION

Find smallest s.t.

Assume switching period

Page 11: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

MORE GENERAL FORMULATION

Assume switching period

Intuitively, captures:

• how far and are from commuting ( )

• how big is compared to ( )

, define byFind smallest s.t.

Page 12: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

MORE GENERAL FORMULATION

Stability condition: where

already discussed: (“elementary shuffling”)

Assume switching period

, define byFind smallest s.t.

Page 13: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

SOME OPEN ISSUES

• Relation between and Lie brackets of and

general formula seems to be lacking

Page 14: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

SOME OPEN ISSUES

• Relation between and Lie brackets of and

Suppose but

Elementary shuffling: ,

not nec. close to but commutes with and

• Smallness of higher-order Lie brackets

Example:

Page 15: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

SOME OPEN ISSUES

• Relation between and Lie brackets of and

Suppose but

Elementary shuffling: ,

not nec. close to but commutes with and

This shows stability for

Example:

In general, for can define by

• Smallness of higher-order Lie brackets

(Gurvits: true for any )

Page 16: TOWARDS ROBUST LIE-ALGEBRAIC STABILITY CONDITIONS for SWITCHED LINEAR SYSTEMS Daniel Liberzon Coordinated Science Laboratory and Dept. of Electrical &

SOME OPEN ISSUES

• Relation between and Lie brackets of and

• Smallness of higher-order Lie brackets

• More than 2 subsystems

can still define but relation with Lie brackets less clear

• Optimal way to shuffle

especially when is not a multiple of

• Current work investigates alternative approaches

that go beyond periodic switching