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
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
收藏
页码:2742 / 2745
页数:4
相关论文
共 50 条
  • [21] Induction motor speed control employing lm-nn based adaptive pi controller
    Hossain M.I.
    Shafiullah M.
    Abido M.
    Hossain, Md Ismail (ismailhossain@kfupm.edu.sa), 1600, European Association for the Development of Renewable Energy, Environment and Power Quality (EA4EPQ) (18): : 97 - 102
  • [22] Neural network speed controller of induction motor drive based on direct MRAC method
    Jiang, XL
    Zhao, J
    Luo, H
    Cheng, SM
    Wan, SY
    IECON'03: THE 29TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1 - 3, PROCEEDINGS, 2003, : 2531 - 2536
  • [23] Hybrid Fuzzy and PID Controller Based Inverter to Control Speed of AC Induction Motor
    Uddin, M. N.
    Rashid, M. M.
    Tahir, Ahmad M.
    Parvez, M.
    Elias, M. F. M.
    Sultan, M. M.
    Raddadi
    2015 INTERNATIONAL CONFERENCE ON ELECTRICAL & ELECTRONIC ENGINEERING (ICEEE), 2015, : 9 - 12
  • [24] Hybrid controller using fuzzy neural networks for identification and control of induction servo motor drive
    Wai, RJ
    Lin, HH
    Lin, FJ
    NEUROCOMPUTING, 2000, 35 : 91 - 112
  • [25] Adaptive Speed Estimation of induction motor Based on Neural network Inverse Control
    Aryza, Solly
    Abdalla, Ahmed N.
    Khalidin, Zulkeflee
    Lubis, Zulkarnain
    CEIS 2011, 2011, 15
  • [26] Artificial Neural Network based Controller and Speed Estimation of Permanent Magnet Synchronous Motor
    Gaur, Prerna
    Singh, Bhim
    Mittal, A. P.
    2008 JOINT INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY (POWERCON) AND IEEE POWER INDIA CONFERENCE, VOLS 1 AND 2, 2008, : 1371 - +
  • [27] T-DOF PI Controller Design for a Speed Control of Induction Motor
    Suksri, Tianchai
    Tunyasrirut, Satean
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 26, PARTS 1 AND 2, DECEMBER 2007, 2007, 26 : 421 - +
  • [28] Model reference neural network controller for induction motor speed control
    Chen, TC
    Sheu, TT
    IEEE TRANSACTIONS ON ENERGY CONVERSION, 2002, 17 (02) : 157 - 163
  • [29] Electric Vehicle Transient Speed Control Based on Vector Control FM-PI Speed Controller for Induction Motor
    Salahuddin, Humayun
    Imdad, Kashif
    Chaudhry, Muhammad Umar
    Iqbal, Muhammad Munwar
    Bolshev, Vadim
    Hussain, Aamir
    Flah, Aymen
    Panchenko, Vladimir
    Jasinski, Marek
    APPLIED SCIENCES-BASEL, 2022, 12 (17):
  • [30] Comparative Analysis Between the PI Speed Controller and Two-Degrees-of-Freedom Speed Controller for Induction Motor Drive
    Gogea, Alexandra
    Stoicuta, Olimpiu
    Pana, Teodor
    PROCEEDINGS OF 2019 8TH INTERNATIONAL CONFERENCE ON MODERN POWER SYSTEMS (MPS), 2019,