Active mode estimation via clustering algorithm for switched linear systems

被引:0
作者
Sellami, Lamaa [1 ]
Zidi, Salah [2 ]
Abderrahim, Kamel [1 ]
机构
[1] Univ Gabes, Natl Engn Sch Gabes, Res Unit Numer Control Ind Proc, Gabes, Tunisia
[2] Qassim Univ, Coll Business & Econ, Dept Management Informat Syst, Buraydah, Saudi Arabia
来源
2016 20TH INTERNATIONAL CONFERENCE ON SYSTEM THEORY, CONTROL AND COMPUTING (ICSTCC) | 2016年
关键词
Switched linear systems; System Identification; Mode estimation; Clustering algorithm; STABILITY; CONTROLLABILITY; CRITERIA;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The work presented in this paper deals with the active mode identification problem for switched linear systems based on a measurement data set. This problem is an issue closely related to the classification problem of input-output measure data. Indeed, each data group associated with their most appropriate sub-model presents a mode (discrete state) of operation. Therefore, we propose a method for discrete state estimation based on a clustering algorithm combined with a decision mechanism. The clustering algorithm provides the class centers which will be exploited by the decision mechanism in order to identify the discrete state. Simulation results are presented to illustrate the performance of the proposed method.
引用
收藏
页码:461 / 466
页数:6
相关论文
共 31 条
[1]   ON STATE ESTIMATION IN SWITCHING ENVIRONMENTS [J].
ACKERSON, GA ;
FU, KS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1970, AC15 (01) :10-+
[2]   Lie-algebraic stability criteria or switched systems [J].
Agrachev, AA ;
Liberzon, D .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2001, 40 (01) :253-269
[3]  
Alessandri A, 2003, P AMER CONTR CONF, P2785
[4]  
[Anonymous], 1962, Schriften des IIM
[5]  
[Anonymous], 1994, Journal of Intelligent and Fuzzy Systems, DOI DOI 10.3233/IFS-1994-2301
[6]  
[Anonymous], 1994, Journal of intelligent and Fuzzy systems
[7]   Finite-time converging jump observer for switched linear systems with unknown inputs [J].
Bejarano, F. J. ;
Pisano, A. ;
Usai, E. .
NONLINEAR ANALYSIS-HYBRID SYSTEMS, 2011, 5 (02) :174-188
[8]   Stability of planar switched systems: The linear single input case [J].
Boscain, U .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2002, 41 (01) :89-112
[9]  
Boukharouba K., 2011, MODLISATION CLASSIFI
[10]   Multiple Lyapunov functions and other analysis tools for switched and hybrid systems [J].
Branicky, MS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1998, 43 (04) :475-482