On a class of hybrid systems via a novel approach for real-coded genetic algorithm with hybrid selection

被引:4
|
作者
Arumugam, M. Senthil [1 ]
Rao, M. V. C. [1 ]
机构
[1] Multimedia Univ, Fac Engn & Technol, Melaka 75450, Malaysia
关键词
forward algorithm; hybrid systems; hybrid selection; real coded genetic algorithm;
D O I
10.1142/S0219622007002460
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A real-coded genetic algorithm (RGA) approach with hybrid selection method to compute the optimal control and cost (fitness) of a single stage hybrid system is investigated. A typical numerical example is included to illustrate the efficacy of the proposed algorithm, which gives the better solution in comparison with forward algorithm. Several statistical tests are also carried out to prove the improved performance of the proposed algorithm. ANOVA test and t-test are also done to verify the betterment of the RGA with hybrid selection. From the experimental approach of the various proportion of the hybrid selection, the right proportions of the hybrid selection is identified and tested.
引用
收藏
页码:315 / 332
页数:18
相关论文
共 50 条
  • [1] New Hybrid Real-coded Genetic Algorithm
    Wang, Zhonglai
    Xiong, Jingqi
    Miao, Qiang
    Yang, Bo
    Ling, Dan
    AI 2006: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2006, 4304 : 1221 - +
  • [2] Improvement and application of hybrid real-coded genetic algorithm
    Song, Haohao
    Wang, Jiquan
    Song, Li
    Zhang, Hongyu
    Bei, Jinling
    Ni, Jie
    Ye, Bei
    APPLIED INTELLIGENCE, 2022, 52 (15) : 17410 - 17448
  • [3] Improvement and application of hybrid real-coded genetic algorithm
    Haohao Song
    Jiquan Wang
    Li Song
    Hongyu Zhang
    Jinling Bei
    Jie Ni
    Bei Ye
    Applied Intelligence, 2022, 52 : 17410 - 17448
  • [4] 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 - +
  • [5] A hybrid strategy: Real-coded genetic algorithm and chaotic search
    Zhang, CK
    Shao, HH
    2001 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: E-SYSTEMS AND E-MAN FOR CYBERNETICS IN CYBERSPACE, 2002, : 2361 - 2364
  • [6] An Improved Parallel Biobjective Hybrid Real-Coded Genetic Algorithm with Clustering-Based Selection
    Akopov, Andranik S.
    CYBERNETICS AND INFORMATION TECHNOLOGIES, 2024, 24 (02) : 32 - 49
  • [7] Hybrid distributed real-coded genetic algorithms
    Herrera, F
    Lozano, M
    Moraga, C
    PARALLEL PROBLEM SOLVING FROM NATURE - PPSN V, 1998, 1498 : 603 - 612
  • [8] Hybrid Real-Coded Genetic Algorithm with Quasi-Simplex Technique
    Zhang, Guoli
    Lu, Haiyan
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2006, 6 (10): : 246 - 255
  • [9] New hybrid genetic operators for real coded genetic algorithm to compute optimal control of a class of hybrid systems
    Arumugam, MS
    Rao, MVC
    Palaniappan, R
    APPLIED SOFT COMPUTING, 2005, 6 (01) : 38 - 52
  • [10] A new hybrid real-coded genetic algorithm and application in dynamic economic dispatch
    Zhang, Guoli
    Lu, Hai Yan
    Li, Gengyin
    Xie, Hong
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 3627 - +