On stochastic linear systems with zonotopic support sets

被引:6
|
作者
Villanueva, Mario E. [1 ]
Houska, Boris [1 ]
机构
[1] ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai, Peoples R China
关键词
Lyapunov equations; Robust control; Stochastic processes; Linear systems; POLYNOMIAL CHAOS; CHARLIER; INVARIANCE; SERIES;
D O I
10.1016/j.automatica.2019.108652
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper analyzes stochastic linear discrete-time processes, whose process noise sequence consists of independent and uniformly distributed random variables on given zonotopes. We propose a cumulant-based approach for approximating both the transient and limit distributions of the associated state sequence. The method relies on a novel class of k-symmetric Lyapunov equations, which are used to construct explicit expressions for the cumulants. The state distribution is recovered via a generalized Gram-Charlier expansion with respect to products of a multivariate variant of Wigner's semicircle distribution using Chebyshev polynomials of the second kind. This expansion converges uniformly, under surprisingly mild conditions, to the exact state distribution of the system. A robust feedback control synthesis problem is used to illustrate the proposed approach. (C) 2019 Elsevier Ltd. All rights reserved.
引用
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页数:7
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