A nonlinear least-squares approach for identification of the induction motor parameters

被引:7
作者
Wang, KY [1 ]
Chiasson, J [1 ]
Bodson, M [1 ]
Tolbert, LM [1 ]
机构
[1] Univ Tennessee, ECE Dept, Knoxville, TN 37996 USA
来源
2004 43RD IEEE CONFERENCE ON DECISION AND CONTROL (CDC), VOLS 1-5 | 2004年
关键词
least-squares identification; induction motor; parameter identification;
D O I
10.1109/CDC.2004.1429339
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A nonlinear least-squares method is presented for the identification of the induction motor parameters. A major difficulty with the induction motor is that the rotor state variables are not available measurements so that the system identification model cannot be made linear in the parameters without overparametrizing the model. Previous work in the literature has avoided this issue by making simplifying assumptions such as a "slowly varying speed". Here, no such simplifying assumptions are made. The problem is formulated as a nonlinear system identification problem and uses elimination theory (resultants) to compute the parameter vector that minimizes the residual error. The only assumption is that the system be sufficiently excited. The method is suitable for online operation to continuously update the parameter values. Experimental results are presented.
引用
收藏
页码:3856 / 3861
页数:6
相关论文
共 22 条
[1]  
[Anonymous], 1992, Mathematica, A System for Doing Mathematics by Computer
[2]  
[Anonymous], P IFAC NONL CONTR SY
[3]  
[Anonymous], THESIS CARNEGIE MELL
[4]   PARAMETER IDENTIFICATION FOR INDUCTION-MOTOR SIMULATION [J].
BELLINI, A ;
DECARLI, A ;
LACAVA, M .
AUTOMATICA, 1976, 12 (04) :383-386
[5]   HIGH-PERFORMANCE INDUCTION-MOTOR CONTROL VIA INPUT-OUTPUT LINEARIZATION [J].
BODSON, M ;
CHIASSON, J ;
NOVOTNAK, R .
IEEE CONTROL SYSTEMS MAGAZINE, 1994, 14 (04) :25-33
[6]   A new experimental application of least-squares techniques for the estimation of the induction motor parameters [J].
Cirrincione, M ;
Pucci, M ;
Cirrincione, G ;
Capolino, GA .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2003, 39 (05) :1247-1256
[7]  
Cox DA, 1996, IDEALS VARIETIES ALG
[8]  
HROMCIK M, 1999, P 1999 C DEC CONTR T
[9]  
HROMCIK M, 1999, P EUR C CONTR ECC 99
[10]  
Kincaid D., 2002, NUMERICAL ANAL MATH