Ant colony optimization algorithm and fuzzy logic for switched reluctance generator control

被引:1
|
作者
Tarik, Rabyi [1 ]
Adil, Brouri [1 ]
机构
[1] Moulay Ismail Univ, Lab L2MC, SECNDCM Teams, ENSAM, Meknes 50000, Morocco
关键词
switched reluctance generator; PI controller; wind generator systems; ant colony optimization; fuzzy logic control; PERFORMANCE; CONVERTER; OPERATION; DESIGN; SYSTEM;
D O I
10.3934/energy.2022045
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This article discusses two methods to control the output voltage of switched reluctance generators (SRGs) used in wind generator systems. To reduce the ripple of the SRG output voltage, a closed-loop voltage control technique has been designed. In the first method, a proportional-integral (PI) controller is used. The parameters of the PI controller are tuned based on the voltage variation. The SRG is generally characterized by strong nonlinearities. However, finding appropriate values for the PI controller is not an easy task. To overcome this problem and simplify the process of tuning the PI controller parameters, a solution based on the ant colony optimization algorithm (ACO) was developed. To settle the PI parameters, several cost functions are used in the implementation of the ACO algorithm. To control the SRG output voltage, a second method was developed based on the fuzzy logic controller. Unlike several previous works, the proposed methods, ACO and fuzzy logic control, are easy to implement and can solve numerous optimization problems. To check the best approach, a comparison between the two methods was performed. Finally, to show the effectiveness of this study, we present examples of simulations that entail the use of a three-phase SRG with a 12/8 structure and SIMULINK tools.
引用
收藏
页码:987 / 1004
页数:18
相关论文
共 50 条
  • [1] Design Optimization of Inverted Switched Reluctance Motor using Ant Colony Optimization Algorithm
    Yildiz, Ahmet
    Polat, Mehmet
    Ozdemir, Mahmut Temel
    [J]. 2018 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND DATA PROCESSING (IDAP), 2018,
  • [2] Fuzzy logic control of a switched reluctance motor
    Rodrigues, MG
    Suemitsu, WI
    Branco, P
    Dente, JA
    Rolim, LGB
    [J]. ISIE '97 - PROCEEDINGS OF THE IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOLS 1-3, 1997, : 527 - 531
  • [3] Meta Heuristic Optimization Algorithm based Rectifier Control in Switched Reluctance Generator
    Shadhik, M.
    Senthil Kumaran, M.
    [J]. IETE JOURNAL OF RESEARCH, 2023,
  • [4] APPLICATION OF FUZZY LOGIC IN CONTROL OF SWITCHED RELUCTANCE MOTOR
    Brandstetter, P.
    Hrbac, R.
    Polak, M.
    Stepanec, L.
    [J]. ADVANCES IN ELECTRICAL AND ELECTRONIC ENGINEERING, 2006, 5 (01) : 68 - 71
  • [5] Fuzzy logic control of a switched reluctance motor drive
    Bolognani, S
    Zigliotto, M
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1996, 32 (05) : 1063 - 1068
  • [6] Fuzzy logic control for switched reluctance motor drive
    Chen, H
    Zhang, D
    Cong, ZY
    Zhang, ZF
    [J]. 2002 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-4, PROCEEDINGS, 2002, : 145 - 149
  • [7] Using Fuzzy Logic Controller in Ant Colony Optimization
    Kureichik, Victor M.
    Kazharov, Asker
    [J]. ARTIFICIAL INTELLIGENCE PERSPECTIVES AND APPLICATIONS (CSOC2015), 2015, 347 : 151 - 158
  • [8] Control of triple switched reluctance motors drive system based on fuzzy logic algorithm
    Hao, C
    Zan, XS
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2005, 1 : 295 - 300
  • [9] Determination of Fuzzy Logic Membership Functions Using Extended Ant Colony Optimization Algorithm
    Jiang, Huan
    Deng, Huiwen
    He, Yingsi
    [J]. FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 1, PROCEEDINGS, 2008, : 581 - +
  • [10] Torque Quality Improvement of Switched Reluctance Motor Using Ant Colony Algorithm
    Al-Amyal, Fahad
    Hamouda, Mahmoud
    Szamel, Laszlo
    [J]. ACTA POLYTECHNICA HUNGARICA, 2021, 18 (07) : 129 - 150