Adaptive Fractional Order PID Based ANFIS for Brushless DC Motor Speed Control

被引:0
作者
Hemakesavulu, O. [1 ]
Lalitha, M. Padma [1 ]
Prasad, P. Bhaskara [1 ]
Babu, P. Suresh [1 ]
Sowmiya, M. [1 ]
机构
[1] Annamacharya Inst Technol & Sci, Elect & Elect Engn Dept, Rajampet, India
来源
2023 12TH INTERNATIONAL CONFERENCE ON RENEWABLE ENERGY RESEARCH AND APPLICATIONS, ICRERA | 2023年
关键词
ANFIS; FOPID; Harmony Search (HS); Speed control; Brushless DC (BLDC) motor; Fuzzy control;
D O I
10.1109/ICRERA59003.2023.10269384
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Brushless DC motors are widely utilised nowadays because of their many benefits, including their quiet operation, low maintenance requirements, and high efficiency. Robotics, medical equipment, autos, ships, aeroplanes, and tanks are just some of the many places you may find brushless DC motors in industry. Due to the unpredictable nature of the environment in such applications, the real model often differs from the nominal one. To put it another way, there are major flaws in the models used and severe external disruptions. There must be a reliable method of control that can solve these problems. When it comes to operating a brushless DC motor system, the conventional PID control approach has a number of drawbacks. A Hybrid Fuzzy-FOPID controller is employed in the current system to regulate the BLDC motor. A modified harmony search (HS) metaheuristic Algorithm is designed for modifying FOPID controller settings. The hybrid fuzzy-FOPID controller that was installed greatly enhances motor speed and torque responsiveness in a number of operating circumstances. In the current system, Hybrid Fuzzy-FOPID has the drawback of having a slightly greater steady-state error, ripples throughout the speed profile, and restricted starting torque in all three operating circumstances. To overcome the drawbacks of the present system, we must employ a BLDC motor with a hybrid ANFIS-FOPID controller. The proposed work was created and implemented in MATLAB/SIMULINK.
引用
收藏
页码:295 / 299
页数:5
相关论文
共 50 条
  • [41] A robust auto tuning speed control of permanent magnet brushless DC motor
    Thirusakthimurugan, P.
    Dananjayan, P.
    2006 INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2007, : 270 - +
  • [42] Speed Control of Brushless DC Motor for Quad Copter Drone Ground Test
    Prakosa, Jalu A.
    Samokhvalov, Dmitry V.
    Ponce, Gabino R. V.
    Al-Mahturi, Fuad Sh.
    PROCEEDINGS OF THE 2019 IEEE CONFERENCE OF RUSSIAN YOUNG RESEARCHERS IN ELECTRICAL AND ELECTRONIC ENGINEERING (EICONRUS), 2019, : 644 - 648
  • [43] PLL Control System Based on FPGA for Brushless DC Motor
    Wu Yaozong
    Zhao Hui
    Zhao Nannan
    2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 7897 - 7902
  • [44] Comparison between Performance of Conventional, Fuzzy and Fractional Order PID Controllers in Practical Speed Control of Induction Motor
    Vahedpour, Mohammadreza
    Noei, Abolfaz Ranjbar
    Kholerdi, Hedyeh Agheh
    2015 2ND INTERNATIONAL CONFERENCE ON KNOWLEDGE-BASED ENGINEERING AND INNOVATION (KBEI), 2015, : 912 - 916
  • [45] FPGA-BASED ADAPTIVE DYNAMIC SLIDING-MODE NEURAL CONTROL FOR A BRUSHLESS DC MOTOR
    Tsai, Jang-Zern
    Hsu, Chun-Fei
    Chiu, Chien-Jung
    Peng, Kai-Lin
    ASIAN JOURNAL OF CONTROL, 2011, 13 (06) : 845 - 857
  • [46] Fractional-Order Controller for the Position Control of a DC Motor
    Chakraborty, Shreeparna
    Roy, Sushmita
    Mondal, Ujjwal
    PROCEEDINGS OF 2018 IEEE APPLIED SIGNAL PROCESSING CONFERENCE (ASPCON), 2018, : 1 - 3
  • [47] Fractional Order PID Control for Reduction of Vibration and Noise on Induction Motor
    Hsu, Chang-Hung
    IEEE TRANSACTIONS ON MAGNETICS, 2019, 55 (11)
  • [48] Design of Hybrid Fuzzy-PI controller for speed control of Brushless DC Motor
    Tiwary, Neha
    Rathinam, A.
    Ajitha, S.
    2014 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATION AND INSTRUMENTATION (ICECI), 2014,
  • [49] Fractional Order Speed Controller for Buck-Converter fed DC Motor
    Chopade, Amit S.
    Khubalkar, Swapnil W.
    Junghare, A. S.
    Aware, M. V.
    2016 IEEE FIRST INTERNATIONAL CONFERENCE ON CONTROL, MEASUREMENT AND INSTRUMENTATION (CMI), 2016, : 331 - 335
  • [50] Remote Speed Control Method of Brushless DC Motor for Wheeled Robot Based on Embedded Wireless Communication Technology
    Cao, Shao-yong
    Tang, Wei-Jie
    ADVANCED HYBRID INFORMATION PROCESSING, PT II, 2022, 417 : 87 - 99