Application of adaptive neuro-fuzzy controller (ANFIS) for voltage source inverter fed induction motor drive

被引:0
|
作者
Aware, MV [1 ]
Kothari, AG [1 ]
Choube, SO [1 ]
机构
[1] VRCE, Dept Elect Engn, Nagpur 440011, Maharashtra, India
关键词
voltage source inverter(VSI); fuzzy logic controller; ANFIS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The fuzzy logic controllers with their inherent advantages are implemented for various applications. This paper describes the application of adaptive neuro-fuzzy logic based speed control of induction motor drive. The Conventional PI/PID controller is replaced by fuzzy controller in speed control loop. Adaptive Neuro-Fuzzy Inference System (ANFIS) which tunes the fuzzy inference system with a back propagation algorithm bared on collection of input-output data is implemented. This makes fuzzy system to learn This training is given from a standard response data of the system and membership functions are suitably modified The design of this ANFIS based fuzzy controller is presented Simulation study indicates the superiority of fuzzy controllers over the conventional control method. The modified ANFIS controller is implemented using DSP. The test results are presented. The major advantage of the ANFIS based FLC system is to improve the system robustness.
引用
收藏
页码:935 / 939
页数:5
相关论文
共 50 条
  • [1] Adaptive neuro-fuzzy current control for multilevel inverter fed induction motor
    Tuncer, Servet
    Dandil, Besir
    [J]. COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING, 2008, 27 (03) : 668 - 681
  • [2] A novel neuro-fuzzy controller for vector controlled induction motor drive
    Sathishkumar, H.
    Parthasarathy, S. S.
    [J]. 2017 INTERNATIONAL CONFERENCE ON ALTERNATIVE ENERGY IN DEVELOPING COUNTRIES AND EMERGING ECONOMIES, 2017, 138 : 698 - 703
  • [3] Model reference adaptive flux observer based neuro-fuzzy controller for induction motor drive
    Uddin, MN
    Wen, H
    [J]. Conference Record of the 2005 IEEE Industry Applications Conference, Vols 1-4, 2005, : 1279 - 1285
  • [4] Adaptive neuro-fuzzy control of the sensorless induction motor drive system
    Orlowska-Kowalska, Teresa
    Dybkowski, Mateusz
    Szabat, Krzysztof
    [J]. 2006 12TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE, VOLS 1-4, 2006, : 685 - +
  • [5] Space vector pulse width modulated voltage source inverter fed induction motor drive using fuzzy logic controller
    Mandal, SK
    Singh, G
    [J]. IETE JOURNAL OF RESEARCH, 2001, 47 (06) : 315 - 326
  • [6] A simple direct-torque neuro-fuzzy control of PWM-inverter-fed induction motor drive
    Grabowski, PZ
    Kazmierkowski, MP
    Bose, BK
    Blaabjerg, F
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2000, 47 (04) : 863 - 870
  • [7] Fault Analysis of Voltage Source Inverter fed Induction Motor Drive
    Ramana, D. Venkatar
    Baskar, S.
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH, 2016, : 572 - 578
  • [8] Adaptive Neuro-Fuzzy Controller Based on Simplified ANFIS Network
    Albakkar, A.
    Malik, O. P.
    [J]. 2012 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2012,
  • [9] DEVELOPMENT OF AN ADAPTIVE NEURO-FUZZY CONTROLLER FOR AN IM DRIVE
    Huang, Z. R.
    Uddin, M. Nasir
    [J]. CONTROL AND INTELLIGENT SYSTEMS, 2008, 36 (02)
  • [10] Adaptive neuro-fuzzy control of an induction motor
    Areed, Fayez G.
    Haikal, Amira Y.
    Mohammed, Reham H.
    [J]. AIN SHAMS ENGINEERING JOURNAL, 2010, 1 (01) : 71 - 78