We study path-complete Lyapunov functions, which are stability criteria for switched systems, described by a combinatorial component (namely, an automaton), and a functional component (a set of candidate Lyapunov functions, called the template). We introduce a class of criteria based on what we call memory-based Lyapunov functions, which generalize several techniques in the literature. Our main result is an equivalence result: any path-complete Lyapunov function is equivalent to a memory-based Lyapunov function, however defined on another template. We show the usefulness of our result in terms of numerical efficiency via an academic example.
Interpretability of Path-Complete Techniques and Memory-Based Lyapunov Functions / Della Rossa, Matteo; Jungers, Raphael M.. - In: IEEE CONTROL SYSTEMS LETTERS. - ISSN 2475-1456. - 7:(2023), pp. 781-786. [10.1109/lcsys.2022.3226627]
Interpretability of Path-Complete Techniques and Memory-Based Lyapunov Functions
Della Rossa, Matteo;
2023
Abstract
We study path-complete Lyapunov functions, which are stability criteria for switched systems, described by a combinatorial component (namely, an automaton), and a functional component (a set of candidate Lyapunov functions, called the template). We introduce a class of criteria based on what we call memory-based Lyapunov functions, which generalize several techniques in the literature. Our main result is an equivalence result: any path-complete Lyapunov function is equivalent to a memory-based Lyapunov function, however defined on another template. We show the usefulness of our result in terms of numerical efficiency via an academic example.| File | Dimensione | Formato | |
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Interpretability_of_Path-Complete_Techniques_and_Memory-Based_Lyapunov_Functions+(3).pdf
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MemoryLCSSReview1.pdf
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https://hdl.handle.net/11583/3004687
