Model following adaptive controller with RNN-based rotor resistance estimator for induction motor drives

被引：0

作者：

Kim, MY ^{[1
]}

Kim, SJ ^{[1
]}

机构：

[1] Chonbuk Natl Univ, Sch Elect & Informat Engn, Chonju 560756, South Korea

来源：

ADVANCES IN CONTROL EDUCATION 2000 | 2001年

关键词：

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 indirect field-oriented (IFO) induction motor position servo drives which uses the model following adaptive controller with the recurrent neural network (RNN)-based rotor resistance estimator. The model reference adaptive system (MRAS)-based 2-layer RNN estimates the rotor resistance on-line and a linear model following position controller is designed by using the estimated rotor resistance value. At the end, a fuzzy logic system (FLS) is added to make the position controller robust to the external disturbances and the parameter variations. The simulation results show the effectiveness of the proposed method.

引用

页码：409 / 414

页数：6

共 50 条

[21] Induction motor position servo drives with rotor resistance compensation
Han, WY
Kim, SM
Lee, CG
[J]. MANUFACTURING, MODELING, MANAGEMENT AND CONTROL, PROCEEDINGS, 2001, : 393 - 398
[22] Adaptive Nonlinear Generalized Predictive Controller for Induction Motor Drives
Barra, Kamel
[J]. JOURNAL OF ELECTRICAL SYSTEMS, 2009, 5 (01)
[23] Model Predictive MRAS Estimator for Sensorless Induction Motor Drives
Zbede, Yaman B.
Gadoue, Shady M.
Atkinson, David J.
[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2016, 63 (06) : 3511 - 3521
[24] A rotor-flux-observer-based composite adaptive speed controller for an induction motor
Wang, WJ
Wang, CC
[J]. IEEE TRANSACTIONS ON ENERGY CONVERSION, 1997, 12 (04) : 323 - 329
[25] An adaptive rotor flux observer for rotor time constant tuning in induction motor drives
Damiano, A
Gatto, G
Marongiu, I
Attaianese, C
Perfetto, A
[J]. 1998 5TH INTERNATIONAL WORKSHOP ON ADVANCED MOTION CONTROL - PROCEEDINGS: AMC '98 - COIMBRA, 1998, : 103 - 108
[26] Fuzzy logic based controller for induction motor drives
Minh, TC
Neto, JLS
Hoang, LH
[J]. 1996 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING - CONFERENCE PROCEEDINGS, VOLS I AND II: THEME - GLIMPSE INTO THE 21ST CENTURY, 1996, : 631 - 634
[27] Fuzzy logic based rotor resistance estimator of an indirect vector controlled induction motor drive
Miloud, Y
Draou, A
[J]. IECON-2002: PROCEEDINGS OF THE 2002 28TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-4, 2002, : 961 - 966
[28] Implementation of FPGA Based Controller for Induction Motor Drives
Sudha, K.
Kathir, I.
[J]. PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON COMPUTATION OF POWER, ENERGY, INFORMATION AND COMMUNICATION (ICCPEIC 2013), 2013, : 37 - 42
[29] A New Model Reference Adaptive Controller for Four Quadrant Vector Controlled Induction Motor Drives
Teja, A. V. Ravi
Chakraborty, Chandan
Maiti, Suman
Hori, Yoichi
[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2012, 59 (10) : 3757 - 3767
[30] A New Robust Model Reference Adaptive Control for Induction Motor Drives Using a Hybrid Controller
Halbaoui, Khaled
Boukhetala, Djamel
Boudjema, Fares
[J]. 2008 INTERNATIONAL SYMPOSIUM ON POWER ELECTRONICS, ELECTRICAL DRIVES, AUTOMATION AND MOTION, VOLS 1-3, 2008, : 1103 - +

← 1 2 3 4 5 →