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
  • [21] GUIDED HYBRID GENETIC ALGORITHM FOR SOLVING GLOBAL OPTIMIZATION PROBLEMS
    Avramenko, S. E.
    Zheldak, T. A.
    Koriashkina, L. S.
    RADIO ELECTRONICS COMPUTER SCIENCE CONTROL, 2021, (02) : 174 - 188
  • [22] A Hybrid Computational Chemotaxis in Bacterial Foraging Optimization Algorithm for Global Numerical Optimization
    Jarraya, Yosra
    Bouaziz, Souhir
    Alimi, Adel M.
    Abraham, Ajith
    2013 IEEE INTERNATIONAL CONFERENCE ON CYBERNETICS (CYBCONF), 2013,
  • [24] An Effective Hybrid Firefly Algorithm with Harmony Search for Global Numerical Optimization
    Guo, Lihong
    Wang, Gai-Ge
    Wang, Heqi
    Wang, Dinan
    SCIENTIFIC WORLD JOURNAL, 2013,
  • [25] A Novel Hybrid PSO-DA Algorithm for Global Numerical Optimization
    Trivedi, Indrajit N.
    Jangir, Pradeep
    Kumar, Arvind
    Jangir, Narottam
    Bhesdadiya, R. H.
    Totlani, Rahul
    NETWORKING COMMUNICATION AND DATA KNOWLEDGE ENGINEERING, VOL 1, 2018, 3 : 287 - 298
  • [26] A hybrid quantum-based PIO algorithm for global numerical optimization
    Chen, Boyi
    Lei, Hao
    Shen, Haidong
    Liu, Yanbin
    Lu, Yuping
    SCIENCE CHINA-INFORMATION SCIENCES, 2019, 62 (07)
  • [27] A Novel Hybrid Bat Algorithm with Harmony Search for Global Numerical Optimization
    Wang, Gaige
    Guo, Lihong
    JOURNAL OF APPLIED MATHEMATICS, 2013,
  • [28] 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
  • [29] Hybrid krill herd algorithm with differential evolution for global numerical optimization
    Wang, Gai-Ge
    Gandomi, Amir H.
    Alavi, Amir H.
    Hao, Guo-Sheng
    NEURAL COMPUTING & APPLICATIONS, 2014, 25 (02): : 297 - 308
  • [30] Hybrid krill herd algorithm with differential evolution for global numerical optimization
    Gai-Ge Wang
    Amir H. Gandomi
    Amir H. Alavi
    Guo-Sheng Hao
    Neural Computing and Applications, 2014, 25 : 297 - 308