Lie bracket approximation of extremum seeking systems
نویسندگان
چکیده
Extremum seeking feedback is a powerful method to steer a dynamical system to an extremum of a partially or completely unknown map. It often requires advanced system-theoretic tools to understand the qualitative behavior of extremum seeking systems. In this paper, a novel interpretation of extremum seeking is introduced.We show that the trajectories of an extremum seeking system can be approximated by the trajectories of a system which involves certain Lie brackets of the vector fields of the extremum seeking system. It turns out that the Lie bracket system directly reveals the optimizing behavior of the extremum seeking system. Furthermore, we establish a theoretical foundation and prove that uniform asymptotic stability of the Lie bracket system implies practical uniform asymptotic stability of the corresponding extremum seeking system.We use the established results in order to prove local and semiglobal practical uniform asymptotic stability of the extrema of a certain map for multi-agent extremum seeking systems. © 2013 Elsevier Ltd. All rights reserved.
منابع مشابه
Extremum seeking for dynamic maps using Lie brackets and singular perturbations
We introduce a framework for the analysis of extremum seeking systems for dynamic maps based on Lie bracket approximations and singular perturbation theory. Using the introduced framework, we provide an extremum seeking regulator for a unicycle and prove its stability properties. © 2017 Elsevier Ltd. All rights reserved.
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عنوان ژورنال:
- Automatica
دوره 49 شماره
صفحات -
تاریخ انتشار 2013