Neuro Fuzzy Controller for DTC of Induction Motor Using Multilevel Inverter with SVM

被引:1
|
作者
Kumar, B. Kiran [1 ]
Reddy, Y. V. Siva [2 ]
Kumar, M. Vijaya [3 ]
机构
[1] Jawaharlal Nehru Technol Univ, Anantapur, Andhra Pradesh, India
[2] Pulla Reddy Engn Coll, Kurnool, Andhra Pradesh, India
[3] JNT Univ, Dept EEE, Anantapur, Andhra Pradesh, India
关键词
DTC; five-level inverter; NFC; induction motor; SVM; DRIVE; ALGORITHM;
D O I
10.1142/S0218126621502509
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an effective neuro-fuzzy controller (NFC) technique has been proposed to control the induction motor torque and flux. The NFC hybrid technique is the grouping of the neural network (NN) and fuzzy logic controller (FLC), which generated the target voltages with the corresponding input flux and torque. The novelty of the proposed hybrid technique is highly flexible in nonlinear loads, convenient user interface and logical intellectual and permitting for integrated controlling schemes. Here, the FLC generates the training dataset of the NN technique based on the logical rules. The generated dataset contains the information about the flux and torque deviation parameters and the corresponding reference voltage parameters. The NN has been trained based on training dataset and the testing time which produces the optimal reference voltage parameters depends on the variation of the torque and flux parameters. By using the output of the NFC technique, the space vector modulation (SVM) develops the appropriate control pulses to the five-level inverter and the inverter generates the output voltage signal to the induction motor. The proposed method is designed in the MATLAB/Simulink platform and the outputs are verified through the comparison analysis with the existing techniques.
引用
收藏
页数:29
相关论文
共 50 条
  • [1] A Solar Panel Connected Multilevel Inverter With SVM Using Fuzzy Logic Controller
    Joshi, J. Jenibha
    Karthick, P.
    Kumar, R. Suresh
    2013 INTERNATIONAL CONFERENCE ON ENERGY EFFICIENT TECHNOLOGIES FOR SUSTAINABILITY (ICEETS), 2013,
  • [2] Online Optimal Neuro-Fuzzy Flux Controller for DTC Based Induction Motor Drives
    Sadati, N.
    Kaboli, S.
    Adeli, H.
    Hajipour, E.
    Ferdowsi, M.
    APEC: 2009 IEEE APPLIED POWER ELECTRONICS CONFERENCE AND EXPOSITION, VOLS 1- 4, 2009, : 210 - +
  • [3] Adaptive neuro-fuzzy current control for multilevel inverter fed induction motor
    Tuncer, Servet
    Dandil, Besir
    COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING, 2008, 27 (03) : 668 - 681
  • [4] DTC-IM drive using adaptive neuro fuzzy inference strategy with multilevel inverter
    Banu, J. Barsana
    Jeyashanthi, J.
    Ansari, A. Thameem
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 13 (10) : 4799 - 4821
  • [5] DTC-IM drive using adaptive neuro fuzzy inference strategy with multilevel inverter
    J. Barsana Banu
    J. Jeyashanthi
    A. Thameem Ansari
    Journal of Ambient Intelligence and Humanized Computing, 2022, 13 : 4799 - 4821
  • [6] Analysis of Cascaded H-Bridge Multilevel Inverter in DTC-SVM Induction Motor Drive for FCEV
    Gholinezhad, Javad
    Noroozian, Reza
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2013, 8 (02) : 304 - 315
  • [7] TS FUZZY CONTROLLER APPLIED TO THE DTC-SVM SCHEME FOR THREE-PHASE INDUCTION MOTOR
    Azcue, Jose L. P.
    Sguarezi Filho, Alfeu J.
    Ruppert, Ernesto
    XI BRAZILIAN POWER ELECTRONICS CONFERENCE (COBEP 2011), 2011, : 201 - 206
  • [8] SOLAR POWERED HYBRID MULTILEVEL INVERTER FED INDUCTION MOTOR USING FUZZY PROPORTIONAL INTEGRAL SPEED CONTROLLER
    Senol, Mehmet Akif
    THERMAL SCIENCE, 2019, 23 : S391 - S402
  • [9] Improvement of DTC of induction motors by using a three-level inverter and fuzzy speed controller
    Aissa, Oualid
    Moulahoum, Samir
    Kabache, Nadir
    Houassine, Hamza
    2014 22ND MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2014, : 73 - 78
  • [10] Torque Ripple Minimization in Three Phase Induction Motor by Fuzzy Logic Controller Based DTC-SVM
    Kurian, Ajumon
    Premalatha, K.
    2014 INTERNATIONAL CONFERENCE ON GREEN COMPUTING COMMUNICATION AND ELECTRICAL ENGINEERING (ICGCCEE), 2014,