Bounded error identification of systems with time-varying parameters

被引:102
作者
Bravo, J. M.
Alamo, T.
Camacho, E. F.
机构
[1] Univ Huelva, Dept Ingn Elect Sistemas Informat & Automat, Palos de la Frontera 21071, Huelva, Spain
[2] Univ Seville, Escuela Super Ingn, Dept Ingn Sistemas & Automat, Seville 41092, Spain
关键词
set membership; system identification; time-varying parametric uncertainty;
D O I
10.1109/TAC.2006.878750
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This note 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 zonotopes take into account the time-varying nature of the parameters in a nonconservative way. An example has been provided to clarify the algorithm.
引用
收藏
页码:1144 / 1150
页数:7
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