Title :
The use of exponential weighting in the excitation dependent least squares estimator
Author :
Barros, Pericles R. ; Lucena, Vicente F., Jr.
Author_Institution :
Dept. de Engenharia Eletrica, Univ. Federal da Paraiba, Campina Grande, Brazil
Abstract :
The excitation dependent least squares estimator represents an alternative solution to the problem of parameter drifting in the parameter estimation of time-varying dynamic systems. In order to improve the technique´s parameter tracking ability we incorporate to it a forgetting factor that depends on the chosen data block length. This makes the algorithm more suitable for real time applications. Simulation results that illustrate the capabilities of the new algorithm are presented
Keywords :
least squares approximations; parameter estimation; time-varying systems; data block lengt; excitation dependent least squares estimator; exponential weighting; forgetting factor; parameter drifting; parameter estimation; parameter tracking; time-varying dynamic systems; Least squares approximation;
Conference_Titel :
Decision and Control, 1993., Proceedings of the 32nd IEEE Conference on
Conference_Location :
San Antonio, TX
Print_ISBN :
0-7803-1298-8
DOI :
10.1109/CDC.1993.325559