Construction of Lyapunov Functions for Piecewise-Deterministic Markov Processes

被引:6
|
作者
Mesquita, Alexandre R. [1 ]
Hespanha, Joao P. [1 ]
机构
[1] Univ Calif Santa Barbara, Ctr Control Dynam Syst & Computat, Santa Barbara, CA 93106 USA
关键词
CONVERGENCE; HASTINGS; LIMIT;
D O I
10.1109/CDC.2010.5717973
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The purpose of this contribution is twofold: 1) to present for the first time a Lyapunov function that proves exponential ergodicity of a process studied by the authors in [1], where the problem of controlling the probability density of a swarm of robotic agents was solved; 2) to introduce alongside the method used to construct this Lyapunov function, which is of interest in its own since it may be applicable to a wide class of piecewise-deterministc Markov processes. Our method searches for the Lyapunov function that maximizes a measure of the rate of convergence that appears in the theory of large deviations. Analytical solutions are often possible as shown by examples.
引用
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页码:2408 / 2413
页数:6
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