Simultaneous rotor and stator resistance estimation of squirrel cage induction machine with a single extended kalman filter

被引:14
|
作者
Ozsoy, Esref Emre
Gokasan, Metin [1 ]
Bogosyan, Seta [2 ]
机构
[1] Istanbul Tech Univ, Dept Control Engn, TR-80626 Istanbul, Turkey
[2] Univ Alaska, Fairbanks, AK 99701 USA
关键词
Extended Kalman filter (EKF); induction machine; sensorless control; rotor and stator resistance estimation; SENSORLESS VECTOR CONTROL; DIRECT TORQUE CONTROL; SLIDING-MODE; MOTORS; EKF;
D O I
10.3906/elk-0906-50
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Accurate knowledge of rotor and stator resistance variations in a squirrel-cage induction motor (SCIM) is crucial for the performance of sensorless control of SCIM over a wide range of speeds. This study seeks to address this issue with a single Extended Kalman Filter (EKF) based solution, which is also known to have accuracy limitations when a high number of parameters/states are estimated with a limited number of inputs. To this aim, different from the author's previous approach in operating several EKFs in an alternating manner (the so-called braided EKT), an 8th -order EKF is implemented in this study to test its performance for the simultaneous estimation of rotor and stator resistances with a single algorithm. Beyond the resistances, the EKE observer also estimates the load torque, rotor and stator fluxes and speed in the wide speed range (-n(max) < 0 < n(max)). The results indicate success with the accurate estimation of only one resistance at a time, and an acceptable performance in speed estimation only after considerable tuning of the covariance matrix coefficients, hence the superiority of the braided EKF approach to the 8th -order EKF in sensorless control of SCIMs with the available current and voltage inputs.
引用
收藏
页码:853 / 863
页数:11
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