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1 Stability of Hybrid Automata with Average Dwell Time: An Invariant Approach Daniel Liberzon Coordinated Science Laboratory University of Illinois at Urbana-Champaign liberzon@uiuc.edu Sayan Mitra Computer Science and Artificial Intelligence Laboratory Massachusetts Institute of Technology mitras@csail.mit.edu IEEE CDC 2004, Paradise Island, Bahamas
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2 HIOA: math model specification Expressive: few constraints on continuous and discrete behavior Compositional: analyze complex systems by looking at parts Structured: inductive verification Compatible: application of CT results e.g. stability, synthesis HIOA: A Platform Bridging the Gap Control Theory: Dynamical system with boolean variables Stability Controllability Controller design Computer Science: State transition systems with continuous dynamics Safety verification model checking theorem proving Hybrid Systems [Lynch, Segala, Vaandrager]
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3 Hybrid I/O Automata V= U Y X: input, output, internal variables Q: states, a set of valuations of V : start states A = I O H: input, output, internal actions D Q A Q: discrete transitions T: trajectories for V, functions describing continuous evolution Execution (fragment): sequence 0 a 1 1 a 2 2 …, where: Each i is a trajectory of the automaton, and Each ( i.lstate, a i, i+1.fstate) is a discrete step
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4 Switched system modeled as HIOA: Each mode is modeled by a trajectory definition Mode switches are brought about by actions Usual notions of stability apply Stability theorems involving Common and Multiple Lyapunov functions carry over Switched system: is a family of systems is a switching signal HIOA Model for Switched Systems
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5 Stability Under Slow Switchings t Assuming Lyapunov functions for the individual modes exist, global asymptotic stability is guaranteed if τ a is large enough [Hespanha] Slow switching: # of switches on average dwell time ( τ a ) decreasing sequence
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6 Verifying Average Dwell Time Average dwell time is a property of the executions of the automaton Invariant approach: Transform the automaton A A’ so that the a.d.t property of A becomes an invariant property of A’. Then use theorem proving or model checking tools to prove the invariant(s) Invariant I(s) proved by base case : induction discrete: continuous:
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7 Transformation for Stability Simple stability preserving transformation: counter Q, for number of extra mode switches a (reset) timer t Q min for the smallest value of Q AA’ Theorem: A has average dwell time τ a iff Q- Q min ≤ N 0 in all reachable states of A’. invariant property
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8 Case Study: Hysteresis Switch Initialize Find no yes ? Inputs: Under suitable conditions on (compatible with bounded......................................................... noise and no unmodeled dynamics), can prove a.d.t. See CDC paper for details Used in switching (supervisory) control of uncertain systems
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9 Beyond the CDC paper Sufficient condition for violating a.d.t. τ a : exists a cycle with N(α) - α.length / τ a > 0 This is also necessary condition for some classes of HIOA Search for counterexample execution by maximizing N(α) - α.length / τ a over all executions MILP approach: Future work: [Mitra, Liberzon, Lynch, “Verifying average dwell time”, 2004, http://decision.csl.uiuc.edu/~liberzon] Input-output properties (external stability) Supporting software tools [Kaynar, Lynch, Mitra] Probabilistic HIOA [Cheung, Lynch, Segala, Vaandrager] and stability of stochastic switched systems [Chatterjee, Liberzon, FrA01.1]
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