Networked predictive control for nonlinear systems with stochastic disturbances in the presence of data losses

被引:10
|
作者
Li, Shuang [1 ]
Liu, Guo-Ping [2 ]
机构
[1] Xian Univ Finance & Econ, Sch Stat, Xian 710100, Peoples R China
[2] Univ South Wales, Sch Engn, Pontypridd CF37 1DL, M Glam, Wales
基金
中国国家自然科学基金;
关键词
Nonlinear; Stochastic; Network; Predictive control; Data losses; Chaos; H-INFINITY CONTROL; DESIGN; STABILIZATION; STABILITY; COMMUNICATION; DELAY;
D O I
10.1016/j.neucom.2016.02.027
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Networked control allows monitoring a plant from a remote location through a communication channel and owns several attractive advantages. One of the major challenges is the control problem of stochastic nonlinear systems with packet losses and/or communication delays. In this paper, the networked control of nonlinear systems with stochastic disturbances in the presence of packet losses is investigated. In order to reduce the effect of data packet losses on the system stability, a model predictive control method is proposed to compensate the packet losses in communication channel. By using stochastic stability theory and a previously designed Lyapunov controller, pth moment practical stability of the networked control system (NCS) is discussed, and a sufficient condition guaranteeing the practical stability of the closed-loop system is provided. Based on the sufficient condition, the relation formula between any prior given control target and the corresponding maximum time of consecutive packet losses is derived, and it is found that the ultimate bound of pth moment is mainly dependent on the maximum time of consecutive packet losses. As an example, networked control of the nonlinear chaotic Lorenz system with stochastic disturbances and data packet losses is considered to verify the effectiveness of the proposed method. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:56 / 64
页数:9
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