Sensorless FOC Performance Improved with On-Line Speed and Rotor Resistance Estimator Based on an Artificial Neural Network for an Induction Motor Drive

被引：11
|
作者：
Gutierrez-Villalobos, Jose M. [1 ]
Rodriguez-Resendiz, Juvenal [1 ]
Rivas-Araiza, Edgar A. [1 ]
Martinez-Hernandez, Moises A. [1 ]
机构：
[1] Univ Autonoma Queretaro, Lab Mecatron, Queretaro 76010, Mexico
来源：
SENSORS | 2015年 / 15卷 / 07期
关键词：
adaptive system; neural networks; on-line identification; adjustable speed driver; parameter estimation; FOC;
D O I：
10.3390/s150715311
中图分类号：
O65 [分析化学];
学科分类号：
070302 ; 081704 ;
摘要：
Three-phase induction motor drive requires high accuracy in high performance processes in industrial applications. Field oriented control, which is one of the most employed control schemes for induction motors, bases its function on the electrical parameter estimation coming from the motor. These parameters make an electrical machine driver work improperly, since these electrical parameter values change at low speeds, temperature changes, and especially with load and duty changes. The focus of this paper is the real-time and on-line electrical parameters with a CMAC-ADALINE block added in the standard FOC scheme to improve the IM driver performance and endure the driver and the induction motor lifetime. Two kinds of neural network structures are used; one to estimate rotor speed and the other one to estimate rotor resistance of an induction motor.
引用
收藏
页码：15311 / 15325
页数：15
相关论文
共 50 条
  • [41] ON-LINE ROTOR RESISTANCE ESTIMATION FOR AN INDUCTIONS MOTOR DRIVE BASED ON DSC
    Agustin Martinez-Hernandez, Moises
    Mendoz-Mondragon, Fortino
    Rodriguez Resendiz, Juvenal
    Rodriguez-Ponce, Rafael
    Marcelino Gutierrez-Villalobos, Jose
    [J]. 2012 5TH EUROPEAN DSP EDUCATION AND RESEARCH CONFERENCE (EDERC), 2012, : 233 - 237
  • [42] Improved Stator Flux Estimator for Speed Sensorless Induction Motor Drives
    Stojic, Djordje
    Milinkovic, Milan
    Veinovic, Slavko
    Klasnic, Ilija
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2015, 30 (04) : 2363 - 2371
  • [43] Performance Analysis of Speed Estimator Insensitive to Stator Resistance at Low Speed in Sensorless Induction Motor Drives
    Morey, M. S.
    Virulkar, V. B.
    Dhomane, G. A.
    Bhatkar, P. P.
    [J]. 2015 INTERNATIONAL CONFERENCE ON CONTROL COMMUNICATION & COMPUTING INDIA (ICCC), 2015, : 170 - 175
  • [44] Implementation of an on-line resistance estimation using Artificial Neural Networks for vector controlled induction motor drive
    Karanayil, B
    Rahman, MF
    Grantham, C
    [J]. IECON'03: THE 29TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1 - 3, PROCEEDINGS, 2003, : 1703 - 1708
  • [45] Application of the Stator Current-based MRAS Speed Estimator in the Sensorless Induction Motor Drive
    Dybkowski, Mateusz
    Orlowska-Kowalska, Teresa
    [J]. 2008 13TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE, VOLS 1-5, 2008, : 2306 - 2311
  • [46] A neural-network-base adaptive estimator for speed-sensorless control of induction motor
    Wang, DZ
    Gu, SS
    Wang, K
    [J]. PROCEEDINGS OF THE 4TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-4, 2002, : 2812 - 2816
  • [47] Investigations on the Dynamics of Seven Level Inverter Fed Induction Motor Drive with Neural Based Rotor Resistance Estimator
    Chitra, A.
    Himavathi, S.
    [J]. POWER ELECTRONICS AND RENEWABLE ENERGY SYSTEMS, 2015, 326 : 1261 - 1271
  • [48] Sensorless vector control of induction motors in fuel cell vehicle using a Neuro-Fuzzy speed controller and an on-line Artificial Neural Network speed estimator.
    Jalili, K
    Farhangi, S
    Saievar-Iranizad, E
    [J]. PROCEEDINGS OF THE 2001 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS (CCA'01), 2001, : 259 - 264
  • [49] Comparison of off line neural network training methods for sensorless induction motor drive
    Naghdinezhad, A.
    Mohamadian, M.
    Dastfan, A.
    [J]. PROCEEDINGS OF THE 41ST INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE, VOLS 1 AND 2, 2006, : 709 - 713
  • [50] On-line estimation of rotor resistance of an induction motor using recurrent neural networks
    Mayaleh, S
    Bayindir, NS
    [J]. ELECTRONICS LETTERS, 1998, 34 (08) : 820 - 821
12345