Title :
Optimal time delay estimation for system identification
Author :
Oliveira Alves, Vitor Alex ; Juliani Correa de Godoy, Rodrigo ; Garcia, Christophe
Author_Institution :
Maua Sch. of Eng., Maua Inst. of Technol. - IMT, Sao Caetano do Sul, Brazil
Abstract :
This paper presents a novel strategy for optimal time delay estimation for system identification purposes. A brief review of classical time delay estimation techniques is presented and the problem of time delay estimation is further inspected from a system identification perspective. A solution based on optimization of the fit index is then proposed to find the best time delay, so that a given model structure with a certain order and adjusted for an identification dataset best represents the true system. A set of examples illustrates and validates the application of the proposed technique.
Keywords :
delays; identification; optimisation; classical time delay estimation techniques; fit index optimization; identification dataset; optimal time delay estimation; system identification perspective; Delay effects; Estimation; Indexes; Mathematical model; Optimization; Predictive models; Signal to noise ratio;
Conference_Titel :
American Control Conference (ACC), 2013
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4799-0177-7
DOI :
10.1109/ACC.2013.6579820