Effective speed control of brushless DC motor using cascade 1PDf-PI controller tuned by snake optimizer

被引:3
|
作者
Celik, Emre [1 ]
Karayel, Mehmet [2 ]
机构
[1] Duzce Univ, Engn Fac, Dept Elect & Elect Engn, Duzce, Turkiye
[2] Cankiri Karatekin Univ, Vocat Sch, Dept Elect & Energy, Cankiri, Turkiye
来源
NEURAL COMPUTING & APPLICATIONS | 2024年 / 36卷 / 13期
关键词
Brushless DC motor; Speed control; 1PD(f)-PI control; Snake optimizer; Optimization; AUTOMATIC-GENERATION CONTROL; LOAD FREQUENCY CONTROL; SEARCH ALGORITHM; FUZZY CONTROLLER; SYSTEM; DESIGN; AGC;
D O I
10.1007/s00521-024-09470-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces a cascade one proportional derivative incorporating filter (1PDf)-proportional integral (PI) controller abbreviated as c-1PDf-PI to deal effectively with the speed control issue of brushless DC (BLDC) motors. Two problems exist with implementing this controller such as iterated integral overflow and derivation-based chattering owing to the noise. The former is resolved by using an equivalent expression for the integral operation, while the latter is addressed by putting a first-order filter on the derivative term. To achieve the best performance from the controller, snake optimizer (SO) is fruitfully employed for optimizing the controller parameters without need for expert knowledge/interpretation. Here, a more reasonable cost function to assess the candidate solutions is also described. Simulations and laboratory experiments using DSP of TI TMS320F28335 are performed and the results are presented which show that the reference tracking performance, torque disturbance capability and robustness of the c-1PDf-PI controller have potential. These results are also contrasted by those offered by PI and 1PDf speed control schemes individually, affirming the superior performance of our proposal. As per the results, discussion and observation of this research, we stress that good performance and simplicity are salient advantages of the c-1PDf-PI controller, rendering it a good alternative over the complicated controller designs.
引用
收藏
页码:7439 / 7454
页数:16
相关论文
共 50 条
  • [1] Effective speed control of brushless DC motor using cascade 1PDf-PI controller tuned by snake optimizer
    Emre Çelik
    Mehmet Karayel
    Neural Computing and Applications, 2024, 36 : 7439 - 7454
  • [2] A Comparative Study of Speed Control of DC Brushless Motor Using PI and Fuzzy Controller
    Nayak, Santanu Kumar
    Dutta, Pallav
    2015 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, SIGNALS, COMMUNICATION AND OPTIMIZATION (EESCO), 2015,
  • [3] Anti-Windup PI Controller for Speed Control of Brushless DC Motor
    John, Greeshma Sarah
    Vijayan, Abhilash T.
    2017 IEEE INTERNATIONAL CONFERENCE ON POWER, CONTROL, SIGNALS AND INSTRUMENTATION ENGINEERING (ICPCSI), 2017, : 1068 - 1073
  • [4] Speed control of permanent magnet brushless DC motor using variable gain PI controller
    Yun, Si-Young
    Lee, Ju
    Lee, J. (julee@hanyang.ac.kr), 1600, Korean Institute of Electrical Engineers (62): : 1234 - 1239
  • [5] 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
  • [6] Adaptive tuning of a PI speed controller for a brushless DC motor: Optimum speed control using a neural network
    El-Balluq, TNN
    Acarnley, PP
    Atkinson, DJ
    PROCEEDINGS OF THE IEEE-ISIE 2004, VOLS 1 AND 2, 2004, : 459 - 464
  • [7] 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,
  • [8] LQR optimized BP neural network PI controller for speed control of brushless DC motor
    Wang, Tingting
    Wang, Hongzhi
    Hu, Huangshui
    Wang, Chuhang
    ADVANCES IN MECHANICAL ENGINEERING, 2020, 12 (10)
  • [9] A simple and effective speed control strategy for the brushless DC motor
    Elnady, A.
    Liu, Yan-Fei
    2007 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-3, 2007, : 119 - 122
  • [10] Speed control of brushless DC motor using genetic algorithm based fuzzy controller
    Xia, CL
    Guo, PJ
    Shi, TN
    Wang, MC
    PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON INTELLIGENT MECHATRONICS AND AUTOMATION, 2004, : 460 - 464