期刊
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL
卷 23, 期 14, 页码 1642-1654出版社
WILEY-BLACKWELL
DOI: 10.1002/rnc.2842
关键词
nonlinear systems; uncertain systems; state estimation; set membership; zonotopes
资金
- National Natural Science Foundation of China [60674030, 61034008]
- PhD Scientific Research Foundation of Beijing University of Technology [X0002011201101]
This paper proposes an improved zonotopic method to set membership state estimation for nonlinear discrete-time systems with a bounded description of noise and parameters. According to the previous method, a zonotope containing the uncertain trajectory of the system is computed using interval arithmetic in the time update. In the observation update, an improved intersection algorithm of zonotope and strip is used to obtain a zonotope bounding the intersection of the uncertain trajectory with the region of the state space consistent with the observed output. This obtained zonotope is used to describe the feasible solution set of state. It is proven that the zonotope obtained by the improved algorithm can be tighter than the one obtained by the previous algorithm. Simulation experiments are conducted showing the performance of the improved state estimation method as compared with the previous one. Two types of noise distribution are considered. The results expose the weakness of the previous method and illustrate the effectiveness of the improvement. Copyright (c) 2012 John Wiley & Sons, Ltd.
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