Development of ANFIS-based reference flux estimator and FGS-tuned speed controller for DTC of induction motor

被引：5

作者：

Kumar, S. Sampath ^{[1
]}

Xavier, R. Joseph ^{[2
]}

Balamurugan, S. ^{[1
]}

机构：

[1] Amrita Sch Engn, Dept Elect & Elect Engn, Coimbatore, Tamil Nadu, India

[2] Sri Ramakrishna Inst Technol, Coimbatore, Tamil Nadu, India

来源：

AUTOMATIKA | 2018年 / 59卷 / 01期

关键词：

Direct torque control; fuzzy logic; ANN; ANFIS; fuzzy gain scheduling; PI controller; SYSTEM; DRIVES;

D O I：

10.1080/00051144.2018.1486796

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 discusses about self-regulating the reference flux in induction motor (IM) direct torque control (DTC) drive by fuzzy logic. Self-regulation is improved by using "Artificial Neural Network (ANN)" and "Adaptive Network Based Fuzzy Inference System (ANFIS)" based reference flux estimators. Furthermore, PI speed controller is investigated to develop the performance of the drive. Two different PI speed controller tuning strategies, manual and Fuzzy Gain Scheduling (FGS), are compared for load torque disturbance. The results clearly show that the modified DTC of IM with "ANFIS-based reference flux estimator and FGS-tuned PI speed controller" is most suitable for torque ripple reduction and speed control.

引用

页码：11 / 23

页数：13

共 13 条

[1] ANFIS Based Reference Flux Estimator with GA Tuned Controller for DTC of Induction Motor
Kumar, S. Sampath
Xavier, R. Joseph
Balamurugan, S.
2018 NATIONAL POWER ENGINEERING CONFERENCE (NPEC), 2018,
[2] ANFIS speed controller and intelligent dual observer based DTC of an induction motor
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2018 INTERNATIONAL SYMPOSIUM ON ADVANCED ELECTRICAL AND COMMUNICATION TECHNOLOGIES (ISAECT), 2018,
[3] Investigation of ANN Tuned PI Speed Controller of a Modified DTC Induction Motor Drive
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Singh, Bhim
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2014 IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONICS, DRIVES AND ENERGY SYSTEMS (PEDES), 2014,
[4] Novel Speed Sensorless DTC Design for a Five-Phase Induction Motor with an Intelligent Fractional Order Controller Based-MRAS Estimator
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POWER ELECTRONICS AND DRIVES, 2024, 9 (01) : 63 - 85
[5] Real time implementation of DTC based on Sliding Mode Speed Controller of an Induction Motor
Krim, Saber
Gdaim, Soufien
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[6] Speed Tracking for IFOC Induction Motor Speed Control Using Hybrid Sensorless Speed Estimator Based on Flux Error for Electric Vehicles Application
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Zulkifli, Shamsul Aizam
Sim, Sy Yi
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Wanik, Mohd Zamri Che
MACHINES, 2022, 10 (11)
[7] Reduction of Stator Flux Ripple and Current Harmonic Distortion using Constant Switching Flux Controller-based DTC of Five-Phase Induction Motor
Reddy, C. Venkata Subba
Devabhaktuni, Swati
IEEE LATIN AMERICA TRANSACTIONS, 2023, 21 (08) : 915 - 924
[8] Modified DTC of a Six-Phase Induction Motor With a Second-Order Sliding-Mode MRAS-Based Speed Estimator
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Ojaghi, Mansour
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IEEE TRANSACTIONS ON POWER ELECTRONICS, 2019, 34 (01) : 600 - 611
[9] Lookup-Table-Based DTC of Induction Machines With Improved Flux Regulation and Extended Kalman Filter State Estimator at Low-Speed Operation
Alsofyani, Ibrahim Mohd.
Idris, Nik Rumzi Nik
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2016, 12 (04) : 1412 - 1425
[10] Novel hybrid estimator based on model reference adaptive system and extended Kalman filter for speed-sensorless induction motor control
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TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2018, 40 (13) : 3884 - 3898

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