A sparse optimization approach to state observer design for switched linear systems

被引:21
作者
Bako, Laurent [1 ]
Lecoeuche, Stephane
机构
[1] Univ Lille Nord France, F-59000 Lille, France
关键词
Linear switched systems; Observer design; Sparse optimization; Nonsmooth optimization; HORIZON ESTIMATION; STABILITY;
D O I
10.1016/j.sysconle.2012.11.017
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A new continuous state observer is derived for discrete-time linear switched systems under the assumptions that neither the continuous state nor the discrete state are known. A specificity of the proposed observer is that, in contrast to the state of the art, it does not require an explicit prior estimation of the discrete state. The key idea of the method consists in minimizing a non-smooth l(2)-norm-based weighted cost functional, constructed from the matrices of all the subsystems regardless of when each of them is active. In the light of recent development in the literature of compressed sensing, the minimized cost functional has the ability to promote sparsity in a way that makes the knowledge of the discrete mode sequence unnecessary. (c) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:143 / 151
页数:9
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