A hybrid orthogonal genetic algorithm for global numerical optimization

被引:4
|
作者
Stubberud, Peter A. [1 ]
Jackson, Matthew E. [1 ]
机构
[1] Univ Nevada, Dept Elect & Comp Engn, Las Vegas, NV 89154 USA
关键词
D O I
10.1109/ICSEng.2008.71
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a hybrid orthogonal genetic algorithm (HOGA) is presented to solve global numerical optimization problems of continuous variables. Based on traditional genetic algorithms, the HOGA has been augmented with a robust selection operator and an intelligent crossover operator. These augmentations reduce statistical bias while improving convergence times and relative accuracy of the solutions. Examples show that HOGA can effectively solve a number of multimodal problems which are widely accepted as optimization benchmarks.
引用
收藏
页码:282 / 287
页数:6
相关论文
共 50 条
  • [31] A hybrid quantum-based PIO algorithm for global numerical optimization
    Boyi CHEN
    Hao LEI
    Haidong SHEN
    Yanbin LIU
    Yuping LU
    Science China(Information Sciences), 2019, 62 (07) : 33 - 44
  • [32] Hybrid Krill Herd Algorithm with Vortex Search for Global Numerical Optimization
    YANG Jian
    WAN Zhongping
    PENG Zhenhua
    WuhanUniversityJournalofNaturalSciences, 2020, 25 (02) : 109 - 117
  • [33] A hybrid algorithm for global optimization
    Fei, Qin
    Jie, Liu
    2015 11TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS), 2015, : 262 - 265
  • [34] A niche hybrid genetic algorithm for global optimization of continuous multimodal functions
    Wei, LY
    Zhao, M
    APPLIED MATHEMATICS AND COMPUTATION, 2005, 160 (03) : 649 - 661
  • [35] A hybrid genetic algorithm for a class of global optimization problems with box constraints
    Yuan, Quan
    He, Zhiqing
    Leng, Huinan
    APPLIED MATHEMATICS AND COMPUTATION, 2008, 197 (02) : 924 - 929
  • [36] A Hybrid Genetic Algorithm for Multimodal Function Orthogonal Optimization Based on Analysis of Variance Ratio
    Li, Yongxian
    Chen, Weizeng
    2009 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND INTELLIGENT SYSTEMS, PROCEEDINGS, VOL 1, 2009, : 457 - 461
  • [37] Design of Radar Orthogonal Waveform Based on Hybrid Genetic Chicken Swarm Optimization Algorithm
    Yang Junhui
    Liu Yian
    LASER & OPTOELECTRONICS PROGRESS, 2018, 55 (08)
  • [38] ONE IMPROVED AGENT GENETIC ALGORITHM - RING-LIKE AGENT GENETIC ALGORITHM FOR GLOBAL NUMERICAL OPTIMIZATION
    Liu, Bin
    Duan, Teqi
    Li, Yongming
    ASIA-PACIFIC JOURNAL OF OPERATIONAL RESEARCH, 2009, 26 (04) : 479 - 502
  • [39] Hybrid Seeker Optimization Algorithm for Global Optimization
    Tuba, Milan
    Brajevic, Ivona
    Jovanovic, Raka
    APPLIED MATHEMATICS & INFORMATION SCIENCES, 2013, 7 (03): : 867 - 875
  • [40] A hybrid whale optimization algorithm for global optimization
    Sanjoy Chakraborty
    Apu Kumar Saha
    Sushmita Sharma
    Ratul Chakraborty
    Sudhan Debnath
    Journal of Ambient Intelligence and Humanized Computing, 2023, 14 : 431 - 467