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

被引:45
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
相关论文
共 15 条
[1]   Receding-horizon estimation for discrete-time linear systems [J].
Alessandri, A ;
Baglietto, M ;
Battistelli, G .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2003, 48 (03) :473-478
[2]   Stabilization of linear systems with limited information [J].
Elia, N ;
Mitter, SK .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2001, 46 (09) :1384-1400
[3]   Critical evaluation of extended Kalman filtering and moving-horizon estimation [J].
Haseltine, EL ;
Rawlings, JB .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2005, 44 (08) :2451-2460
[4]   Event-driven networked predictive control [J].
Hu, Wenshan ;
Liu, Guoping ;
Rees, David .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2007, 54 (03) :1603-1613
[5]   Stability of Kalman filtering with Markovian packet losses [J].
Huang, Minyi ;
Dey, Subhrakanti .
AUTOMATICA, 2007, 43 (04) :598-607
[6]   Optimal Linear State Estimator With Multiple Packet Dropouts [J].
Liang, Yan ;
Chen, Tongwen ;
Pan, Quan .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2010, 55 (06) :1428-1433
[7]   Optimal H2 filtering in networked control systems with multiple packet dropout [J].
Sahebsara, Mehrdad ;
Chen, Tongwen ;
Shah, Sirish L. .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2007, 52 (08) :1508-1513
[8]   Foundations of control and estimation over lossy networks [J].
Schenato, Luca ;
Sinopoli, Bruno ;
Franceschetti, Massimo ;
Poolla, Kameshwar ;
Sastry, S. Shankar .
PROCEEDINGS OF THE IEEE, 2007, 95 (01) :163-187
[9]   Kalman Filtering Over a Packet-Dropping Network: A Probabilistic Perspective [J].
Shi, Ling ;
Epstein, Michael ;
Murray, Richard M. .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2010, 55 (03) :594-604
[10]   Kalman filtering with intermittent observations [J].
Sinopoli, B ;
Schenato, L ;
Franceschetti, M ;
Poolla, K ;
Jordan, MI ;
Sastry, SS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2004, 49 (09) :1453-1464