DocumentCode :
646124
Title :
Set-membership state estimation for discrete time piecewise affine systems using zonotopes
Author :
Tabatabaeipour, Seyed Mojtaba ; Stoustrup, Jakob
Author_Institution :
Dept. of Electr. Eng., Tech. Univ. of Denmark, Lyngby, Denmark
fYear :
2013
fDate :
17-19 July 2013
Firstpage :
3143
Lastpage :
3148
Abstract :
This paper presents a method for guaranteed state estimation of discrete time piecewise affine systems with unknown but bounded noise and disturbance. Using zonotopic set representations, the proposed method computes the set of states that are consistent with the model, observation, and bounds on the noise and disturbance such that the real state of the system is guaranteed to lie in this set. Because in piecewise affine systems, the state space is partitioned into a number of polyhedral sets, at each iteration the intersection of the zonotopes containing a set-valued estimation of the states with each of the polyhedral partitions must be computed. We use an analytic method to compute the intersection as a zonotope and minimize the size of the intersection. A numerical example is provided to illuminate the algorithm.
Keywords :
discrete time systems; iterative methods; set theory; state estimation; state-space methods; bounded noise; discrete time piecewise affine systems; polyhedral partitions; polyhedral sets; set-membership state estimation; set-valued estimation; state space method; zonotopic set representations; Computational complexity; Ellipsoids; Noise; Prediction algorithms; State estimation; Strips;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Conference (ECC), 2013 European
Conference_Location :
Zurich
Type :
conf
Filename :
6669529
Link To Document :
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