An adaptive control study for a DC motor using meta-heuristic algorithms

被引：9
|
作者：
Rodriguez-Molina, Alejandro [1 ]
Gabriel Villarreal-Cervantes, Miguel [1 ]
Aldape-Perez, Mario [1 ]
机构：
[1] Inst Politecn Nacl, CIDETEC, Dept Posgrad, LGAC Mecatron, Av Juan Dios Batiz S-N, Mexico City 07700, DF, Mexico
来源：
IFAC PAPERSONLINE | 2017年 / 50卷 / 01期
关键词：
Adaptive control; heuristics; optimization problems; parameter estimation; output regulation;
D O I：
10.1016/j.ifacol.2017.08.2164
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this work, a comparative study of the use of different meta-heuristic techniques in the adaptive control for the speed regulation of the DC motor with parameters uncertainties is presented. Several adaptive controllers based on the optimizers of Differential Evolution (DE), Particle Swarm Optimization (PSO), Bat Algorithm (BAT), Firefly Algorithm (FFA) and Wolf Search Algorithm (WSA) are proposed in order to on-line tune the parameters of the DC motor. These parameters are used in calculating the control signal. Simulations show the efficacy of each control strategy. Given the results, the controller based on PSO is one of the most promising alternatives for this approach. (C) 2017, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码：13114 / 13120
页数：7
相关论文
共 50 条
  • [21] Design and optimization of layout problem using meta-heuristic algorithms
    Balaji, S. Suresh
    Ragunathan, S.
    Visagavel, K.
    Kumar, S. Ganesh
    SCIENTIA IRANICA, 2022, 29 (05) : 2290 - 2303
  • [22] Cooperative Spectrum Sensing Optimization Using Meta-heuristic Algorithms
    Gupta, Vivek
    Beniwal, N. S.
    Singh, Krishna Kant
    Sharan, Shivendra Nath
    WIRELESS PERSONAL COMMUNICATIONS, 2020, 113 (04) : 1755 - 1773
  • [23] Optimal design of labyrinth spillways using meta-heuristic algorithms
    Khosrow Hosseini
    Ehsan Jafari Nodoushan
    Reza Barati
    Hossein Shahheydari
    KSCE Journal of Civil Engineering, 2016, 20 : 468 - 477
  • [24] Optimal design of labyrinth spillways using meta-heuristic algorithms
    Hosseini, Khosrow
    Nodoushan, Ehsan Jafari
    Barati, Reza
    Shahheydari, Hossein
    KSCE JOURNAL OF CIVIL ENGINEERING, 2016, 20 (01) : 468 - 477
  • [25] Spatial information sampling: another feedback mechanism of realising adaptive parameter control in meta-heuristic algorithms
    Yang, Haichuan
    Tao, Sichen
    Zhang, Zhiming
    Cai, Zonghui
    Gao, Shangce
    INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION, 2022, 19 (01) : 48 - 58
  • [26] Optimization of polyoxymethylene spur gear pair using meta-heuristic algorithms: A comparative study
    Elsiedy, Marah A.
    Zayed, Abdelhameed A.
    Hegazi, Hesham A.
    El-Kassas, Ahmed M.
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART J-JOURNAL OF ENGINEERING TRIBOLOGY, 2024, 238 (09) : 1153 - 1174
  • [27] A systematic mapping study on solving university timetabling problems using meta-heuristic algorithms
    Bashab, Abeer
    Ibrahim, Ashraf Osman
    AbedElgabar, Eltayeb E.
    Ismail, Mohd Arfian
    Elsafi, Abubakar
    Ahmed, Ali
    Abraham, Ajith
    NEURAL COMPUTING & APPLICATIONS, 2020, 32 (23): : 17397 - 17432
  • [28] A systematic mapping study on solving university timetabling problems using meta-heuristic algorithms
    Abeer Bashab
    Ashraf Osman Ibrahim
    Eltayeb E. AbedElgabar
    Mohd Arfian Ismail
    Abubakar Elsafi
    Ali Ahmed
    Ajith Abraham
    Neural Computing and Applications, 2020, 32 : 17397 - 17432
  • [29] Significance Relations for the Benchmarking of Meta-Heuristic Algorithms
    Koeppen, Mario
    Ohnishi, Kei
    2013 13TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS (ISDA), 2013, : 253 - 258
  • [30] Estimation of Muskingum parameter by meta-heuristic algorithms
    Orouji, Hossein
    Bozorg-Haddad, Omid
    Fallah-Mehdipour, Elahe
    Marino, Miguel A.
    Barati, Reza
    PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-WATER MANAGEMENT, 2014, 167 (06) : 365 - 367
12345