Real-Coded Genetic Algorithm and Fuzzy Logic Approach for Real-Time Load-Tracking Performance of an Autonomous Power System

被引:0
|
作者
Banerjee, Abhik [1 ]
Mukherjee, V. [2 ]
Ghoshal, S. P. [3 ]
机构
[1] Asansol Engn Coll, Dept Elect Engn, Asansol, W Bengal, India
[2] Indian Sch Mines, Dept Elect Engn, Dhanbad 826004, Jharkhand, India
[3] Natl Inst Technol, Dept Elect Engn, Durgapur, W Bengal, India
关键词
Automatic voltage regulator; load-tracking performance; optimization; real-coded genetic algorithm; Sugeno fuzzy logic;
D O I
暂无
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 focuses on the application of real-coded genetic algorithm (RGA) to determine the optimal controller parameters of an autonomous power system model for its load tracking performance analysis. To determine the real-time parameters of the studied model, Sugeno fuzzy logic (SFL) is used. RGA is applied to obtain the controller parameters for transient response analysis under various operating conditions and fuzzy logic is applied to develop the rule base of the SFL model. The developed fuzzy system gives the on-line controller parameters for different operating conditions. Time-domain simulation of the investigated power system model reveals that the proposed RGA-SFL yields on-line, off-nominal controller parameters, resulting in on-line terminal voltage response. To show the efficiency and effectiveness of RGA, binary coded genetic algorithm is taken for the sake of comparison.
引用
收藏
页码:119 / 131
页数:13
相关论文
共 50 条
  • [21] Fuzzy Logic Approach for Maximum Power Point Tracking Implemented in a Real Time Photovoltaic System
    Napole, Cristian
    Derbeli, Mohamed
    Barambones, Oscar
    APPLIED SCIENCES-BASEL, 2021, 11 (13):
  • [22] An evolutionary approach to data classification - Hybrid real-coded genetic algorithm with pruning
    Zhang, Hong
    Ishikawa, Masumi
    2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 2926 - +
  • [23] Complete design of fuzzy systems using a real-coded genetic algorithm with imbedded constraints
    Li, J
    Parsons, MG
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2001, 10 (01) : 13 - 37
  • [24] Real Coded Genetic Algorithm for Fuzzy Time Series Prediction
    Jain, Shilpa
    Bisht, Dinesh C. S.
    Singh, Phool
    Mathpal, Prakash C.
    ADVANCEMENT IN MATHEMATICAL SCIENCES, 2017, 1897
  • [25] Volterra-system identification using adaptive real-coded genetic algorithm
    Abbas, Hazem M.
    Bayoumi, Mohamed M.
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2006, 36 (04): : 671 - 684
  • [26] A real-coded genetic algorithm involving a hybrid crossover method for power plant control system design
    Lee, KY
    Mohamed, PS
    CEC'02: PROCEEDINGS OF THE 2002 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2002, : 1069 - 1074
  • [27] Improvement of Maneuverability Within a Multiagent Fuzzy Transportation System With the Use of Parallel Biobjective Real-Coded Genetic Algorithm
    Akopov, Andranik S.
    Beklaryan, Levon A.
    Thakur, Manoj
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (08) : 12648 - 12664
  • [28] Real-time performance evaluation of a genetic algorithm based fuzzy logic controller for IPM motor drives
    Uddin, MN
    Abido, MA
    Rahman, MA
    2003 IEEE INDUSTRY APPLICATIONS CONFERENCE, VOLS 1-3: CROSSROADS TO INNOVATIONS, 2003, : 731 - 737
  • [29] Real-coded mixed-integer genetic algorithm for constrained optimal power flow
    Gaing, ZL
    Huang, HS
    TENCON 2004 - 2004 IEEE REGION 10 CONFERENCE, VOLS A-D, PROCEEDINGS: ANALOG AND DIGITAL TECHNIQUES IN ELECTRICAL ENGINEERING, 2004, : C323 - C326
  • [30] Real coded genetic algorithm for optimizing fuzzy logic control of greenhouse microclimate
    Xu, Fang
    Chen, Jiaoliao
    Zhang, Libin
    Zhan, Hongwu
    INTELLIGENT CONTROL AND AUTOMATION, 2006, 344 : 571 - 577