Moving Horizon State Estimation for Networked Control Systems With Multiple Packet Dropouts

被引:46
作者
Xue, Binqiang [1 ,2 ]
Li, Shaoyuan [1 ,2 ]
Zhu, Quanmin [3 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China
[2] Minist Educ China, Key Lab Syst Control & Informat Proc, Shanghai 200240, Peoples R China
[3] Univ W England, Dept Engn Design & Math, Bristol BS16 1QY, Avon, England
基金
美国国家科学基金会;
关键词
Moving horizon estimation (MHE); multiple packet dropouts; networked control systems (NCSs); STABILIZATION;
D O I
10.1109/TAC.2012.2204835
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 technical note studies some of the challenging issues on moving horizon state estimation for networked control systems in the presence of multiple packet dropouts in both sensor-to-controller and controller-to-actuator channels, which both situations are modeled by two mutually independent stochastic variables satisfying the Bernoulli binary distribution. Compared with standard Kalman filter, this study proposes a novel moving horizon estimator to deal with the uncertainties induced from the multiple packet dropouts, which has a larger degree of freedom to obtain better behavior by tuning the weight parameters. A sufficient condition for the convergence of the norm of the average estimation error is also presented to guarantee the performance of the estimator. Finally, a real-time simulation experiment is presented to demonstrate the feasibility and efficiency of the proposed method.
引用
收藏
页码:2360 / 2366
页数:7
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