DocumentCode :
2189320
Title :
Transfer function and parameters identification of a motor drive system using adaptive filtering
Author :
Dhaouadi, Rached ; Kubo, Kenji
Author_Institution :
Ecole Polytech. de Tunisie, La Marsa, Tunisia
Volume :
2
fYear :
1996
fDate :
18-21 Mar 1996
Firstpage :
588
Abstract :
A technique is developed for the identification of mechanical parameters in two-mass-model drive systems, The transfer function of the system model is calculated directly from the input-output signals. This technique involves repeated integration of the data and uses the recursive least squares method. It is shown that when the system is subject to random noises and disturbances, the ordinary least squares method is asymptotically biased, and so an iterative scheme is proposed to remove this bias and to improve the estimation efficiency. Simulation analysis is made using the data of an actual rolling mill plant. The accuracy of the estimated mechanical parameters and the effect of measurement and disturbance noise are analyzed. The developed algorithm exhibits outstanding numerical characteristics and has proven to be very effective for the mechanical parameters identification
Keywords :
adaptive filters; filtering theory; iterative methods; least squares approximations; motor drives; parameter estimation; transfer functions; adaptive filtering; disturbances; input-output signals; iterative scheme; mechanical parameters identification; motor drive system; random noises; recursive least-squares method; repeated integration; rolling mill plant; transfer function; two-mass-model drive systems; Analytical models; Iterative methods; Least squares methods; Mechanical variables measurement; Milling machines; Motor drives; Noise measurement; Parameter estimation; Signal processing; Transfer functions;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Motion Control, 1996. AMC '96-MIE. Proceedings., 1996 4th International Workshop on
Conference_Location :
Mie
Print_ISBN :
0-7803-3219-9
Type :
conf
DOI :
10.1109/AMC.1996.509314
Filename :
509314
Link To Document :
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