ANFIS - Fractional order PID with inspired oppositional optimization based speed controller for brushless DC motor

被引:8
作者
Balamurugan, K. [1 ]
Mahalakshmi, R. [2 ]
机构
[1] Sri Ramakrishna Engn Coll, Dept Elect & Elect Engn, Coimbatore, Tamil Nadu, India
[2] Kumaraguru Coll Technol, Dept Elect & Elect Engn, Coimbatore, Tamil Nadu, India
关键词
ANFIS; PID controller; BLDC motor; Bat algorithm; optimization; BLDC MOTOR; DESIGN; SENSORLESS;
D O I
10.1142/S0219691319410042
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Due to the expanded industrialization, the necessity of variable speed machines/drives keeps on expanding. The vast majority of computerized Brushless Direct Current (BLDC) motor frame-works are utilized because of their speedier reaction and high stablity. In this paper, an innovative technique, i.e. Adaptive Neuro-Fuzzy Inference System (ANFIS) with Fractional-Order PID (FOPID) controllers for controlling a portion of the parameters, for example, speed, and torque of the BLDC motor are exhibited. With a specific end goal being the performance of the proposed controller under outrageous working conditions, for example, varying load and set speed conditions, simulation results are taken for deliberation. An Opposition-based Elephant Herding Optimization (OEHO) optimization algorithm is utilized to improve the tuning parameters of FOPID controller. At that point, the ANFIS is gladly proposed to adequately control the speed and torque of the motor. The simulation result exhibited that the composed FOPID controller understands a decent dynamic behavior of the BLDC, an immaculate speed tracking with less ascent and gives better execution. The performance investigation of the proposed strategy lessened the error signal contrasted with the existing strategies, for example, FOPID-based Elephant Herding Optimization (EHO), Proportional-Integral-Derivative BAT (PID-BAT), and PID-ANFIS.
引用
收藏
页数:18
相关论文
共 50 条
  • [31] Online Fuzzy Supervised Learning of Radial Basis Function Neural Network Based Speed Controller for Brushless DC Motor
    Premkumar, K.
    Manikandan, B. V.
    POWER ELECTRONICS AND RENEWABLE ENERGY SYSTEMS, 2015, 326 : 1397 - 1405
  • [32] ANFIS Based Speed Control of DC Motor
    Chaudhary, Himanshu
    Khatoon, Shahida
    Singh, Ravindra
    2016 2ND IEEE INTERNATIONAL INNOVATIVE APPLICATIONS OF COMPUTATIONAL INTELLIGENCE ON POWER, ENERGY AND CONTROLS WITH THEIR IMPACT ON HUMANITY (CIPECH), 2016, : 63 - 67
  • [33] DC Motor Speed Control using PID Controller Tuned by Jaya Optimization Algorithm
    Achanta, Ravi Kiran
    Pamula, Vinay Kumar
    2017 IEEE INTERNATIONAL CONFERENCE ON POWER, CONTROL, SIGNALS AND INSTRUMENTATION ENGINEERING (ICPCSI), 2017, : 983 - 987
  • [34] An Improved Tuning of PID Controller for PV Battery-Powered Brushless DC Motor Speed Regulation Using Hybrid Horse Herd Particle Swarm Optimization
    RamaKrishnan, A.
    Shunmugalatha, A.
    Premkumar, K.
    INTERNATIONAL JOURNAL OF PHOTOENERGY, 2023, 2023
  • [35] Optimal Auto-Tuning of Fractional Order PIλDμ Controller for a DC Motor Speed Using Extremum Seeking
    Necaiba, Ammar
    Ladaci, Samir
    Bouraiou, Ahmed
    Abdelliche, Faycal
    2014 INTERNATIONAL CONFERENCE ON FRACTIONAL DIFFERENTIATION AND ITS APPLICATIONS (ICFDA), 2014,
  • [36] Bat-Inspired Optimization Approach for the Brushless DC Wheel Motor Problem
    Bora, Teodoro C.
    Coelho, Leandro dos S.
    Lebensztajn, Luiz
    IEEE TRANSACTIONS ON MAGNETICS, 2012, 48 (02) : 947 - 950
  • [37] Characteristic of Fuzzy, ANN, and ANFIS for Brushless DC Motor Controller: An Evaluation by Dynamic Test
    Widjonarko
    Setiawan, Andi
    Rudiyanto, Bayu
    Utomo, Satryo Budi
    Setiyo, Muji Muji
    INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING, 2021, 13 (06): : 274 - 284
  • [38] Dynamics of power transmission system with brushless DC motor with PID/Fuzzy controller
    Wiak, Slawomir
    Dems, Maria
    Rosiak, Wojciech
    Powierza, Jerzy
    PRZEGLAD ELEKTROTECHNICZNY, 2010, 86 (08): : 147 - 150
  • [39] Fractional Order Controller Based on the Fractionalization of PID controller
    Charef, Mohamed
    Charef, Abdelfatah
    2017 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING - BOUMERDES (ICEE-B), 2017,
  • [40] Design and Tuning of Digital Fractional-Order PID Controller for Permanent Magnet DC Motor
    Patil, Manoj Dhondiram
    Vadirajacharya, K.
    Khubalkar, Swapnil W.
    IETE JOURNAL OF RESEARCH, 2023, 69 (07) : 4349 - 4359