State estimation with asynchronous multi-rate multi-smart sensors

被引:56
作者
Mahmoud, Magdi S. [1 ]
Emzir, Muhammad F. [1 ]
机构
[1] King Fahd Univ Petr & Minerals, Dept Syst Engn, Dhahran 31261, Saudi Arabia
关键词
Sensor fusion; Asynchronous state estimation; Smart sensor; Data missing; Delay; LARGE-SCALE SYSTEMS; H-INFINITY; TRACKING;
D O I
10.1016/j.ins.2012.01.034
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 asynchronous multi-sensor systems, data missing and delays are likely to occur when performing state estimation at different rates. In this paper, an algorithm to process both the delayed and missing measurements is developed, under the assumption that the data arrives between two consecutive sampling times. Local estimation is then implemented using a fusion algorithm. This study extends the currently available state estimation for asynchronous multi-rate multi-sensor that only considers random measurements missing with the ability to remove delay effect. Simulation experiments are performed to illustrate the effectiveness of the developed theory. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:15 / 27
页数:13
相关论文
共 26 条
[11]   Decentralized adaptive tracking control of nonaffine nonlinear large-scale systems with time delays [J].
Mao, Zhi-Zhong ;
Xiao, Xiao-Shi .
INFORMATION SCIENCES, 2011, 181 (23) :5291-5303
[12]  
Saleem M., 2011, INF SCI, V181, P78
[13]   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
[14]   Multi-sensor optimal information fusion Kalman filter* [J].
Sun, SL ;
Deng, ZL .
AUTOMATICA, 2004, 40 (06) :1017-1023
[15]   Robust anti-windup controller design of time-delay fuzzy systems with actuator saturations [J].
Ting, Chen-Sheng ;
Chang, Yong-Nong .
INFORMATION SCIENCES, 2011, 181 (15) :3225-3245
[16]   H∞ predictive control of networked control systems [J].
Xia, Yuanqing ;
Li, Li ;
Liu, Guo-Ping ;
Shi, Peng .
INTERNATIONAL JOURNAL OF CONTROL, 2011, 84 (06) :1080-1097
[17]   Networked Data Fusion With Packet Losses and Variable Delays [J].
Xia, Yuanqing ;
Shang, Jizong ;
Chen, Jie ;
Liu, Guo-Ping .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2009, 39 (05) :1107-1120
[18]   Asynchronous multirate multisensor information fusion algorithm [J].
Yan, L. P. ;
Liu, B. S. ;
Zhou, D. H. .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2007, 43 (03) :1135-1146
[19]   State estimation for asynchronous multirate multisensor dynamic systems with missing measurements [J].
Yan, L. P. ;
Zhou, D. H. ;
Fu, M. Y. ;
Xia, Y. Q. .
IET SIGNAL PROCESSING, 2010, 4 (06) :728-739
[20]   The modeling and estimation of asynchronous multirate multisensor dynamic systems [J].
Yan, LP ;
Liu, BS ;
Zhou, DH .
AEROSPACE SCIENCE AND TECHNOLOGY, 2006, 10 (01) :63-71