Automatically Discovering Relaxed Lyapunov Functions for Polynomial Dynamical Systems
classification
🧮 math.DS
cs.SYmath.OC
keywords
polynomialdynamicalfunctionslyapunovsystemsrlfsautomaticallycomplete
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The notion of Lyapunov function plays a key role in design and verification of dynamical systems, as well as hybrid and cyber-physical systems. In this paper, to analyze the asymptotic stability of a dynamical system, we generalize standard Lyapunov functions to relaxed Lyapunov functions (RLFs), by considering higher order Lie derivatives of certain functions along the system's vector field. Furthermore, we present a complete method to automatically discovering polynomial RLFs for polynomial dynamical systems (PDSs). Our method is complete in the sense that it is able to discover all polynomial RLFs by enumerating all polynomial templates for any PDS.
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