A neural-network-base adaptive estimator for speed-sensorless control of induction motor

被引：0
作者：
Wang, DZ [1 ]
Gu, SS [1 ]
Wang, K [1 ]
机构：
[1] NE Univ, Shenyang 110006, Peoples R China
来源：
PROCEEDINGS OF THE 4TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-4 | 2002年
关键词：
adaptive estimator; induction motor; speed and flux estimation; sensorless control;
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：
This paper presents an adaptive estimator for speed-sensorless field-oriented control of induction motor By measuring the phase voltages and currents induction motor(IM) drive, a neural network based rotor flux components and speed estimation method for IM is described. The proposed estimator includes two recurrent neural networks(RNN),one is used to estimate rotor flux and speed, the other is used to estimated stator current. Using an improved recursive prediction error algorithm, on-line adaptive estimation is realized. The simulation results show high accuracy of the estimation algorithm, and verify the usefulness algorithm.
引用
收藏
页码：2812 / 2816
页数：5
相关论文
共 50 条
  • [41] Adaptive sliding-mode neuro-fuzzy control of the sensorless induction motor drive with MRASCC estimator
    Orlowska-Kowalska, Teresa
    Dybkowski, Mateusz
    Szabat, Krzysztof
    EPE: 2009 13TH EUROPEAN CONFERENCE ON POWER ELECTRONICS AND APPLICATIONS, VOLS 1-9, 2009, : 2489 - 2496
  • [42] A comparison of sensorless speed estimation methods for induction motor control
    Bodson, M
    Chiasson, J
    PROCEEDINGS OF THE 2002 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2002, 1-6 : 3076 - 3081
  • [43] Speed observer system for advanced sensorless control of induction motor
    Abu-Rub, H
    Guzinski, J
    Krzeminski, Z
    Toliyat, HA
    IEEE TRANSACTIONS ON ENERGY CONVERSION, 2003, 18 (02) : 219 - 224
  • [44] Speed sensorless nonlinear adaptive control of induction motor using combined speed and perturbation observer
    Ren, Yaxing
    Wang, Ruotong
    Rind, Saqib Jamshed
    Zeng, Pingliang
    Jiang, Lin
    CONTROL ENGINEERING PRACTICE, 2022, 123
  • [45] Consideration about problems and solutions of speed estimation method and parameter tuning for speed-sensorless vector control of induction motor drives
    Tajima, H
    Guidi, G
    Umida, H
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2002, 38 (05) : 1282 - 1289
  • [46] Speed Tracking for IFOC Induction Motor Speed Control Using Hybrid Sensorless Speed Estimator Based on Flux Error for Electric Vehicles Application
    Sepeeh, Muhamad Syazmie
    Zulkifli, Shamsul Aizam
    Sim, Sy Yi
    Chiu, Huang-Jen
    Wanik, Mohd Zamri Che
    MACHINES, 2022, 10 (11)
  • [47] DSP-based speed-sensorless vector controlled induction motor drives using AI-based speed estimator and two current sensors
    Vas, P
    Stronach, AF
    Neuroth, M
    SEVENTH INTERNATIONAL CONFERENCE ON POWER ELECTRONICS AND VARIABLE SPEED DRIVES, 1998, (456): : 442 - 446
  • [48] Design and implementation of a new sliding-mode observer for speed-sensorless control of induction machine
    Derdiyok, A
    Güven, MK
    Rehman, H
    Inanc, N
    Xu, LY
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2002, 49 (05) : 1177 - 1182
  • [49] The full-order state observer speed-sensorless vector control based on parameters identification for induction motor
    Fan, Bo
    Fu, Zhumu
    Liu, Leipo
    Fu, Jiangtao
    MEASUREMENT & CONTROL, 2019, 52 (3-4) : 202 - 211
  • [50] A stable adaptive flux observer for a very low speed-sensorless induction motor drives insensitive to stator resistance variations
    Zaky, Mohamed S.
    AIN SHAMS ENGINEERING JOURNAL, 2011, 2 (01) : 11 - 20
12345