Fractional-order PID control of a chopper-fed DC motor drive using a novel firefly algorithm with dynamic control mechanism

被引:1
|
作者
Vahab Haji Haji
Concepción A. Monje
机构
[1] Islamic Azad University,Young Researchers and Elite Club, Borujerd Branch
[2] University Carlos III of Madrid,Systems Engineering and Automation Department
来源
Soft Computing | 2018年 / 22卷
关键词
Chopper-fed DC motor drive; Fractional-order PID; Dynamic firefly algorithm; Optimization;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, a dynamic control mechanism is proposed to improve the firefly algorithm’s (FA) rate of convergence and minimization of the fitness function. The dynamic FA (DFA) dynamically selects the best-performing combinations of the step size scaling factor, the attractiveness coefficient, the absorption coefficient and the population size along the complete evolution process of the algorithm. A fractional-order PID (FOPID) controller based on DFA is proposed to improve the performance of a chopper-fed direct current motor drive. The proposed controller is used in speed control loop to improve the response. To illustrate the efficacy of the DFA-based FOPID, we compare its performance with those based on the conventional FA, genetic algorithm, particle swarm optimization, artificial bee colony algorithm and differential evolution algorithm. The simulation results and analyses show the effectiveness of the proposed method.
引用
收藏
页码:6135 / 6146
页数:11
相关论文
共 50 条
  • [1] Fractional-order PID control of a chopper-fed DC motor drive using a novel firefly algorithm with dynamic control mechanism
    Haji, Vahab Haji
    Monje, Concepcion A.
    SOFT COMPUTING, 2018, 22 (18) : 6135 - 6146
  • [2] Fractional Order PID Controller Design for Speed Control of Chopper Fed DC Motor Drive Using Artificial Bee Colony Algorithm
    Rajasekhar, Anguluri
    Das, Shantanu
    Abraham, Ajith
    2013 WORLD CONGRESS ON NATURE AND BIOLOGICALLY INSPIRED COMPUTING (NABIC), 2013, : 259 - 266
  • [3] DC Motor Speed Control via Fractional-Order PID Controllers
    Batiha, Iqbal M.
    Momani, Shaher
    Batyha, Radwan M.
    Jebril, Iqbal H.
    Abu Judeh, Duha
    Oudetallah, Jamal
    INTERNATIONAL JOURNAL OF FUZZY LOGIC AND INTELLIGENT SYSTEMS, 2024, 24 (01) : 74 - 82
  • [4] Incorporation of fractional-order dynamics into an existing PI/PID DC motor control loop
    Tepljakov, Aleksei
    Gonzalez, Emmanuel A.
    Petlenkov, Eduard
    Belikov, Jun
    Monje, Concepcion A.
    Petras, Ivo
    ISA TRANSACTIONS, 2016, 60 : 262 - 273
  • [5] PID Tuning Of Chopper Fed Speed Control Of DC Motor Based On Ant Colony Optimization Algorithm
    Kouassi, Bonzou Adolphe
    Zhang, Yiming
    Ouattara, Sie
    Kiki, Mesmin J. Mbyamm
    PROCEEDINGS OF 2019 IEEE 3RD INTERNATIONAL ELECTRICAL AND ENERGY CONFERENCE (CIEEC), 2019, : 407 - 412
  • [6] Fractional-order PID Dynamic Matrix Control Algorithm based on Time Domain
    Guo, Wei
    Wen, Jinghong
    Zhou, Wangping
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 208 - 212
  • [7] Modeling and Control of Four Quadrant Chopper fed DC Series Motor using Two-Degree of Freedom Digital Fractional Order PID Controller
    Khubalkar, Swapnil
    Junghare, Anjali
    Aware, Mohan
    Das, Shantanu
    2017 IEEE TRANSPORTATION ELECTRIFICATION CONFERENCE (ITEC-INDIA), 2017,
  • [8] 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
  • [9] Brushless DC motor drive with optimal fractional-order sliding-mode control based on a genetic algorithm
    Alnaib, I. I.
    Alsammak, A. N.
    Mohammed, K. K.
    ELECTRICAL ENGINEERING & ELECTROMECHANICS, 2025, (02) : 19 - 23
  • [10] A review of integer order PID and fractional order PID controllers using optimization techniques for speed control of brushless DC motor drive
    Vanchinathan Kumarasamy
    Valluvan KarumanchettyThottam Ramasamy
    Gokul Chandrasekaran
    Gnanavel Chinnaraj
    Padhmanabhaiyappan Sivalingam
    Neelam Sanjeev Kumar
    International Journal of System Assurance Engineering and Management, 2023, 14 : 1139 - 1150