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Converse Barrier Functions via Lyapunov Functions

Jun Liu

2021IEEE Transactions on Automatic Control32 citationsDOI

Abstract

We prove a robust converse barrier function theorem via the converse Lyapunov theory. While the use of a Lyapunov function as a barrier function is straightforward, the existence of a converse Lyapunov function as a barrier function for a given safety set is not. We establish this link by a robustness argument. We show that the closure of the forward reachable set of a robustly safe set must be robustly asymptotically stable under mild technical assumptions. As a result, all robustly safe dynamical systems must admit a robust barrier function in the form of a Lyapunov function for set stability. We present the results in both continuous-time and discrete-time settings and remark on connections with various barrier function conditions.

Topics & Concepts

ConverseLyapunov functionMathematicsLyapunov redesignLyapunov equationRobustness (evolution)Function (biology)Control theory (sociology)Control-Lyapunov functionClosure (psychology)Stability theoryDynamical systems theoryApplied mathematicsComputer scienceNonlinear systemGeometryControl (management)ChemistryEvolutionary biologyMarket economyArtificial intelligenceEconomicsQuantum mechanicsBiologyBiochemistryPhysicsGeneFault Detection and Control SystemsAdvanced Control Systems OptimizationSmart Grid Security and Resilience
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