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
  • [11] Hybrid Self Tuned Fuzzy PID controller for speed control of Brushless DC Motor
    Ramya, A.
    Imthiaz, A.
    Balaji, M.
    AUTOMATIKA, 2016, 57 (03) : 672 - 679
  • [12] A Novel ANFIS Based SMC with Fractional Order PID Controller
    Jegatheesh, A.
    Nisha, M. Germin
    Kopperundevi, N.
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2023, 36 (01) : 745 - 760
  • [13] ANFIS based IMC PID Controller for Permanent Magnet DC Motor
    Alasvandi, M.
    Moussavi, S. Z.
    Morad, E.
    Rasouli, E.
    ICINCO: PROCEEDINGS OF THE 16TH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS, VOL 1, 2019, : 235 - 242
  • [14] SPEED CONTROL OF DC MOTOR USING OPTIMIZATION TECHNIQUES BASED PID CONTROLLER
    Suman, Santosh Kumar
    Giri, Vinod Kumar
    PROCEEDINGS OF 2ND IEEE INTERNATIONAL CONFERENCE ON ENGINEERING & TECHNOLOGY ICETECH-2016, 2016, : 581 - 587
  • [15] Design of Neural Network PID Controller Based on Brushless DC Motor
    Ji, Hua
    Li, Zhiyong
    ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL III, PROCEEDINGS, 2009, : 46 - +
  • [16] Optimal Tuning of Fractional Order PID Controller for DC Motor Speed Control via Chaotic Atom Search Optimization Algorithm
    Hekimoglu, Baran
    IEEE ACCESS, 2019, 7 : 38100 - 38114
  • [17] Comparative performance indexs for fractional-order PID controller use of whale optimization algorithm applied to speed DC motor
    Mansouri, Sofia
    Bourouba, Bachir
    PROGRAM OF THE 2ND INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND AUTOMATIC CONTROL, ICEEAC 2024, 2024,
  • [18] A Metaheuristic Optimization Approach for Tuning of Fractional-Order PID Controller for Speed Control of Sensorless BLDC Motor
    Vanchinathan, K.
    Valluvan, K. R.
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2018, 27 (08)
  • [19] Modeling and control of a permanent-magnet brushless DC motor drive using a fractional order proportional-integral-derivative controller
    Khubalkar, Swapnil
    Junghare, Anjali
    Aware, Mohan
    Das, Shantanu
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2017, 25 (05) : 4223 - +
  • [20] An anti-windup self-tuning fuzzy PID controller for speed control of brushless DC motor
    Huang Jigang
    Jie, Wang
    Hui, Fang
    AUTOMATIKA, 2017, 58 (03) : 321 - 335