Speed estimation of induction motor based on hybrid PI and neural networks controller

被引：0

作者：

Shen, Anwen ^{[1
]}

Zhu, Xiaolin ^{[1
]}

机构：

[1] Huazhong Univ Sci & Technol, Dept Control Sci & Engn, Wuhan, Hubei, Peoples R China

来源：

DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS | 2006年 / 13E卷

关键词：

D O I：

暂无

中图分类号：

O29 [应用数学];

学科分类号：

070104 ;

摘要：

A novel speed estimation method of an induction motor is discussed in this paper. This speed estimation method is based on a flux observer and a hybrid PI and neural networks controller (HPINNC). The flux observer is used to provide cl-axis rotor flux. The HPINNC is used for the realization of speed estimation instead of conventional PI controller utilizing q-axis rotor flux converging on zero. In HPINNC, the input and the hidden neurons are similar to PI controller, and their weights are constant. Learning of HPINNC is realized by auto-tuning of connective weights between the hidden and the output neurons. The simulation results show that the proposed scheme has good performance at either variable-speed operation or load variation and low sensitivity to load disturbances compared with conventional PI control scheme.

引用

页码：2742 / 2745

页数：4

共 50 条

[31] Compact Artificial Neural Network for Induction Motor Speed Estimation
Goedtel, A.
da Silva, I. N.
Suetake, M.
do Nascimento, C. F.
da Silva, S. A. O.
2009 INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS, VOLS 1-3, 2009, : 1394 - +
[32] Neural state filtering for adaptive induction motor speed estimation
Bharadwaj, RM
Parlos, AG
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2003, 17 (05) : 903 - 924
[33] Speed estimation of an induction motor using Elman neural network
Toqeer, RS
Bayindir, NS
NEUROCOMPUTING, 2003, 55 (3-4) : 727 - 730
[34] A Fast Induction Motor Speed Estimation based on Hybrid Particle Swarm Optimization (HPSO)
Aryza, Solly
Abdallah, Ahmed N.
bin Khalidin, Zulkeflee
Lubis, Zulkarnain
Jie, Ma
INTERNATIONAL CONFERENCE ON SOLID STATE DEVICES AND MATERIALS SCIENCE, 2012, 25 : 2109 - 2115
[35] A new neural networks approach to induction motor speed control
Cirstea, M
Dinu, A
PESC 2001: 32ND ANNUAL POWER ELECTRONICS SPECIALISTS CONFERENCE, VOLS 1-4, CONFERENCE PROCEEDINGS, 2001, : 784 - 787
[36] The Design of Motor Speed Controller using Neural Networks for Disturbance Reduction
Woo, Lee Yang
Wook, Kim Dong
Doo, Kwak Il
IECON 2004: 30TH ANNUAL CONFERENCE OF IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOL 2, 2004, : 1739 - 1742
[37] A variable gain PI controller used for speed control of induction motor IDFOC system
Li, Jian-Jun
Gui, Wei-Hua
Zhang, Chao
He, Ya-Ping
Sheng, Jie-Bo
Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2010, 41 (02): : 615 - 622
[38] Adaptive Fuzzy PI-Sliding Mode Controller for Induction Motor Speed Control
Hazzab, Abdeldjebar
Khalil, Bousserhane Ismail
Kamli, Mokhtar
Rahli, Mostefa
INTERNATIONAL JOURNAL OF EMERGING ELECTRIC POWER SYSTEMS, 2005, 4 (01):
[39] Design and Implementation of an Adaptive PI Fuzzy Controller to Improve the Speed Control of Induction Motor
Mihoub, Y.
Toumi, D.
Mazari, B.
Hassaine, S.
INTERNATIONAL REVIEW OF ELECTRICAL ENGINEERING-IREE, 2010, 5 (02): : 481 - 490
[40] A fuzzy self-tuning PI controller for speed control of induction motor drive
Mokrani, L
Abdessemed, R
CCA 2003: PROCEEDINGS OF 2003 IEEE CONFERENCE ON CONTROL APPLICATIONS, VOLS 1 AND 2, 2003, : 785 - 790

← 1 2 3 4 5 →