DocumentCode
434984
Title
Bounded error identification of systems with time-varying parameters
Author
Bravo, J.M. ; Alamo, T. ; Camacho, E.F.
Author_Institution
Departamento de Ingenieria Electronica, Sistemas Informaticos y Automatica, Univ. de Huelva, Spain
Volume
4
fYear
2004
fDate
14-17 Dec. 2004
Firstpage
4063
Abstract
This paper presents a new approach to guaranteed system identification for time-varying parameterized discrete-time systems. A bounded description of noise in the measurement is considered. The main result is an algorithm to compute a set that contains the parameters consistent with the measured output and the given bound of the noise. This set is represented by a zonotope, that is, an affine map of a unitary hypercube. A recursive procedure minimizes the size of the zonotope with each noise corrupted measurement. The zonotope allows us to take into account the time-varying nature of the parameters in a non conservative way. An example has been provided to clarify the algorithm.
Keywords
discrete time systems; identification; time-varying systems; affine map; bounded error identification; discrete-time systems; guaranteed system identification; noise corrupted measurement; time-varying parameters; unitary hypercube; zonotope; Frequency selective surfaces; Hypercubes; Noise measurement; Noise robustness; Parameter estimation; Size measurement; Strips; System identification; Time varying systems; Uncertainty;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2004. CDC. 43rd IEEE Conference on
ISSN
0191-2216
Print_ISBN
0-7803-8682-5
Type
conf
DOI
10.1109/CDC.2004.1429388
Filename
1429388
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