Fault detection for networked systems with random delays and packet losses

被引:7
作者
Qiao, Changming [1 ]
Sun, Shuli [1 ]
机构
[1] Heilongjiang Univ, Sch Elect Engn, Harbin 150080, Peoples R China
关键词
Fault detection; Random delay; Packet loss; Norm-bounded; Improved WSSR; ESTIMATORS; DESIGN;
D O I
10.1016/j.jprocont.2015.08.008
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 paper is concerned with the fault detection (FD) in networked systems (NSs). A new model is established by using two Bernoulli stochastic variables to describe the phenomena of one-step random delays and packet losses in data transmission. A new linear filter is designed in the linear minimum variance sense using the innovation analysis approach. Based on the proposed filter, an improved weighted sum of squared residuals (IWSSR) fault detection method is presented. When the packet loss rate is low, it has an effective performance, but it may lose the effectiveness if the packet loss rate is high because the innovation has lost the normal distributed property. To solve this problem, a norm-bounded (NB) fault detection method is also proposed, which avoids the restriction that requires innovation satisfying the normal distribution. In the simulation, the performances of the proposed IWSSR and the NB fault detection methods are verified. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:80 / 88
页数:9
相关论文
共 19 条
[1]  
Anderson B., 1979, Optimal Filtering
[2]  
Basile G., 1992, Controlled and Conditioned Invariants in Linear System Theory
[3]   Detection filter design for LPV systems - a geometric approach [J].
Bokor, J ;
Balas, G .
AUTOMATICA, 2004, 40 (03) :511-518
[4]   Fault detection method based on multi-variable sequential probability ratio test of Unscented Kalman filter innovation [J].
Cao Y.-P. ;
Tian X.-M. .
Zhongguo Shiyou Daxue Xuebao (Ziran Kexue Ban)/Journal of China University of Petroleum (Edition of Natural Science), 2010, 34 (03) :165-169
[5]   Subspace method aided data-driven design of fault detection and isolation systems [J].
Ding, S. X. ;
Zhang, P. ;
Naik, A. ;
Ding, E. L. ;
Huang, B. .
JOURNAL OF PROCESS CONTROL, 2009, 19 (09) :1496-1510
[6]  
Hou Yan-dong, 2011, Acta Electronica Sinica, V39, P429
[7]  
Li Yue-Yang, 2010, Acta Automatica Sinica, V36, P1788, DOI 10.3724/SP.J.1004.2010.01788
[8]   H∞ fault detection filter design for networked control systems modelled by discrete Markovian jump systems [J].
Mao, Z. ;
Jiang, B. ;
Shi, P. .
IET CONTROL THEORY AND APPLICATIONS, 2007, 1 (05) :1336-1343
[9]   FAILURE-DETECTION AND IDENTIFICATION [J].
MASSOUMNIA, MA ;
VERGHESE, GC ;
WILLSKY, AS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1989, 34 (03) :316-321
[10]   Robust fault detection and isolation of time-delay systems using a geometric approach [J].
Meskin, N. ;
Khorasani, K. .
AUTOMATICA, 2009, 45 (06) :1567-1573