Title :
Gradient based iterative identification for discrete-time delay systems
Author :
Bedoui, Saida ; Ltaief, Majda ; Abderrahim, Kamel
Author_Institution :
Nat. Eng. Sch. of Gabes, Univ. of Gabes, Gabes, Tunisia
Abstract :
In this paper, the problem of identification of time delay systems is addressed. This problem involves both the estimation of the dynamic parameters and the identification of the time delay. In fact, we propose a gradient based iterative algorithm for time delay discrete systems using the hierarchical identification principle. This method consists in decomposing a nonlinear cost function into two simple cost functions in order to overcome the difficulties presented in nonlinear approaches. Simulation results are presented to illustrate the performance of our method and to compare it with an existing approach.
Keywords :
delays; discrete time systems; gradient methods; identification; nonlinear control systems; discrete-time delay systems; dynamic parameter estimation; gradient based iterative identification; hierarchical identification principle; nonlinear cost function decomposition; time delay system identification; Convergence; Cost function; Delay effects; Iterative methods; Mathematical model; Parameter estimation; Vectors;
Conference_Titel :
Control Conference (ASCC), 2013 9th Asian
Conference_Location :
Istanbul
Print_ISBN :
978-1-4673-5767-8
DOI :
10.1109/ASCC.2013.6606120