Polynomial and Multilinear Performance Criteria for Discrete-Time Nonlinear Stochastic Dynamical Systems

被引:1
|
作者
Lanchares, Manuel [1 ]
Haddad, Wassim M. [1 ]
机构
[1] Georgia Inst Technol, Sch Aerosp Engn, Atlanta, GA 30332 USA
关键词
D O I
10.1109/CDC45484.2021.9683251
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we investigate the role of Lyapunov functions in evaluating nonlinear-nonquadratic cost functionals for Ito-type nonlinear stochastic difference equations. Specifically, it is shown that the cost functional can be evaluated in closed-form as long as the cost functional is related in a specific way to an underlying Lyapunov function that guarantees asymptotic stability in probability. This result is then used to analyze discrete-time linear stochastic systems as well as nonlinear stochastic dynamical systems with polynomial and multilinear cost functionals.
引用
收藏
页码:5946 / 5951
页数:6
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