Neural Sensorless Control of Induction Motor

被引:0
|
作者
Marinov, Emil Y. [1 ]
Zhekov, Zhivko S. [1 ]
机构
[1] Tech Univ Varna, Dept Automat, Studentska St 1, Varna 9010, Bulgaria
关键词
Neural networks; Neural controller; Neural estimator; Sensorless vector control; Induction motor;
D O I
10.1007/978-3-319-68321-8_42
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper are presented the problems for realization of direct adaptive neural sensorless control in combination with vector principle for induction motor control. Control system containing neural controllers of the speed and flux channels and neural speed estimator is proposed. These neural controllers perform a function of both speed and active stator current controllers (for the first channel), and respectively flux and excitation stator current controllers (for the second channel) compared to classical vector control. Neural speed estimator is designed as a neural model of the plant. For the controllers and estimator are used on-line trained backpropagation neural networks. Simulation research confirmed sufficient system performance at wide range input signal variation is done.
引用
收藏
页码:411 / 418
页数:8
相关论文
共 50 条
  • [41] A sensorless variable structure control of induction motor drives
    Barambones, O
    Garrido, AJ
    ELECTRIC POWER SYSTEMS RESEARCH, 2004, 72 (01) : 21 - 32
  • [42] Sensorless vector control of induction motor at zero frequency
    Takeshita, T
    Nagatoshi, Y
    Matsui, N
    PCC-OSAKA 2002: PROCEEDINGS OF THE POWER CONVERSION CONFERENCE-OSAKA 2002, VOLS I - III, 2002, : 510 - 515
  • [43] Sensorless Speed Control With MRAS for Induction Motor Drive
    Zorgani, Y. Agrebi
    Koubaa, Y.
    Boussak, M.
    2012 XXTH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES (ICEM), 2012, : 2259 - 2265
  • [44] Robust intelligent control of a speed sensorless induction motor
    Denaï, MA
    Attia, SA
    EUROPEAN TRANSACTIONS ON ELECTRICAL POWER, 2002, 12 (02): : 117 - 126
  • [45] Speed Sensorless Vector Control System of Induction Motor
    Wang, Hongyu
    Cai, Wenlong
    Hu, Chengwei
    ELECTRICAL POWER & ENERGY SYSTEMS, PTS 1 AND 2, 2012, 516-517 : 1664 - +
  • [46] Shaft sensorless speed control of induction motor drive
    Makys, Pavol
    Asher, Greg
    Sumner, Mark
    Gao, Qiang
    Vittek, Jan
    2006 12TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE, VOLS 1-4, 2006, : 1686 - +
  • [47] Diaplacement sensorless control strategy of bearingless induction motor
    Bu, Wenshao
    Huang, Yongquan
    Li, Ziyuan
    Shi, Haitao
    Shi, Jingzhuo
    INTERNATIONAL JOURNAL OF APPLIED ELECTROMAGNETICS AND MECHANICS, 2017, 54 (04) : 597 - 610
  • [48] Sensorless adaptive backstepping speed control of induction motor
    Lee, Hou-Tsan
    Fu, Li-Chen
    Lian, Feng-Li
    PROCEEDINGS OF THE 45TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-14, 2006, : 1252 - +
  • [49] Hybrid control for speed sensorless induction motor drive
    Wai, RJ
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2001, 9 (01) : 116 - 138
  • [50] Sensorless speed estimation for induction motor based on neural network
    Deng, Hui
    Yang, Jing
    Xu, Dianguo
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 2891 - 2895