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
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