Stator resistance identification of induction motor in DTC system based on wavelet network

被引：0

作者：

Liu, Lin ^{[1
]}

Shen, Songhua ^{[1
]}

Liu, Shengping ^{[1
]}

Liu, Qiang ^{[2
]}

Liao, Wei ^{[3
]}

机构：

[1] Beijing Univ Aeronaut & Astronaut, Sch Automat Sci & Elect Engn, Beijing 100083, Peoples R China

[2] China Univ Mining & Technol, Sch Electron & Informat Engn, Beijing 100083, Peoples R China

[3] Hebei Univ Engn, Sch Grad Educ & Employment, Handan 056038, Peoples R China

来源：

WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS | 2006年

关键词：

induction motor; direct torque control; stator resistance; wavelet network; dynamic system identification;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

To improve the low-speed dynamic performance of induction motor in direct torque control (DTC), a novel method of stator resistance identification based on wavelet network (WN) is presented. The input nodes of the WN are the stator current error and the change in the stator current error and the output node of the WN is the stator resistance error. The synthesized method of recursive orthogonal least squares algorithm (ROLSA) and improved Givens rotation is used to fulfill the WN structure and parameter identification, and then the accurate stator flux vector and electromagnetic torque are acquired by means of state estimator, optimizing the inverter control strategy. The simulation results show that the proposed method can efficiently reduce the torque ripple and current ripple, superior to the back-propagation (BP) neural network.

引用

页码：6411 / +

页数：2

共 50 条

[1] Stator resistor identification of induction motor in DTC system using wavelet networks
Lu, Wei-Jie
Liu, Lu-Yuan
[J]. Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2004, 24 (04): : 116 - 119
[2] Performance of PI stator resistance compensator on DTC of induction motor
Haghbin, S
Zolghadri, MR
Kaboli, S
Emadi, A
[J]. IECON'03: THE 29TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1 - 3, PROCEEDINGS, 2003, : 425 - 430
[3] Estimation of stator resistance and temperature measurement in induction motor using wavelet network
Huang Weili
Huang Weijian
Liu Lin
[J]. PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 4, 2007, : 203 - +
[4] An IRFO System with Stator and Rotor Resistance Identification for the Induction Motor
Vukadinovic, D.
Basic, M.
Kulisic, L.
[J]. INTERNATIONAL REVIEW OF ELECTRICAL ENGINEERING-IREE, 2008, 3 (04): : 709 - 720
[5] Online identification based on model reference adaptive system for stator resistance of induction motor
Li, Jian
Cheng, Xiao-Hua
[J]. Dianji yu Kongzhi Xuebao/Electric Machines and Control, 2007, 11 (06): : 620 - 624
[6] Stator resistance identification for induction motor based on particle swarm optimization neural network observer
Yang, Tong-Guang
Gui, Wei-Hua
[J]. Dianji yu Kongzhi Xuebao/Electric Machines and Control, 2015, 19 (02): : 89 - 95
[7] An evaluation of wavelet network-based stator estimation for induction motor temperature monitoring
Huang Weili
Zhai Xiang
[J]. ICEMI 2007: PROCEEDINGS OF 2007 8TH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOL III, 2007, : 418 - +
[8] Research on the Identification of Stator Resistance Based on the Theory of the Wavelet Fuzzy Neural Network
Shen Xianqing
Wang Chengyuan
[J]. PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL IV, 2009, : 135 - 139
[9] Stator Fault Diagnosis of Induction Motor Based on Discrete Wavelet Analysis and Neural Network Technique
Almounajjed A.
Sahoo A.K.
Kumar M.K.
Subudhi S.K.
[J]. Chinese Journal of Electrical Engineering, 2023, 9 (01): : 142 - 157
[10] Identification and Classification of Stator Inter-Turn Faults in Induction Motor Using Wavelet Kernel Based Convolutional Neural Network
Ray, Susanta
Ganguly, Biswarup
Dey, Debangshu
[J]. ELECTRIC POWER COMPONENTS AND SYSTEMS, 2020, 48 (12-13) : 1421 - 1432

← 1 2 3 4 5 →