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
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;
Conference_Titel :
Decision and Control, 2004. CDC. 43rd IEEE Conference on
Print_ISBN :
0-7803-8682-5
DOI :
10.1109/CDC.2004.1429388