Biogeography-Based Optimization Combined with Evolutionary Strategy and Immigration Refusal

被引:73
|
作者
Du, Dawei [1 ]
Simon, Dan [1 ]
Ergezer, Mehmet [1 ]
机构
[1] Cleveland State Univ, Dept Elect & Comp Engn, Cleveland, OH 44115 USA
关键词
Biogeography-based optimization; heuristic algorithm; evolutionary strategy; immigration refusal;
D O I
10.1109/ICSMC.2009.5346055
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Biogeography-based optimization (BBO) is a recently developed heuristic algorithm which has shown impressive performance on many well known benchmarks. In order to improve BBO, this paper incorporates distinctive features from other successful heuristic algorithms into BBO. In this paper, features from evolutionary strategy (ES) are used for BBO modification. Also, a new immigration refusal approach is added to BBO. After the modification of BBO, F-tests and T-tests are used to demonstrate the differences between different implementations of BBOs.
引用
收藏
页码:997 / 1002
页数:6
相关论文
共 50 条
  • [1] Biogeography-based optimization based on hybrid migration strategy
    Bi, Xiao-Jun
    Wang, Jue
    Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence, 2012, 25 (05): : 768 - 774
  • [2] Biogeography-Based Optimization
    Simon, Dan
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2008, 12 (06) : 702 - 713
  • [3] Research on a novel biogeography-based optimization algorithm based on evolutionary programming
    Cai, Zhi-Hua
    Gong, Wen-Yin
    Ling, Charles-X
    Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice, 2010, 30 (06): : 1106 - 1112
  • [4] Hybrid biogeography-based evolutionary algorithms
    Ma, Haiping
    Simon, Dan
    Fei, Minrui
    Shu, Xinzhan
    Chen, Zixiang
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2014, 30 : 213 - 224
  • [5] Metropolis biogeography-based optimization
    Al-Roomi, Ali R.
    El-Hawary, Mohamed E.
    INFORMATION SCIENCES, 2016, 360 : 73 - 95
  • [6] Localized biogeography-based optimization
    Zheng, Yu-Jun
    Ling, Hai-Feng
    Wu, Xiao-Bei
    Xue, Jin-Yun
    SOFT COMPUTING, 2014, 18 (11) : 2323 - 2334
  • [7] Localized biogeography-based optimization
    Yu-Jun Zheng
    Hai-Feng Ling
    Xiao-Bei Wu
    Jin-Yun Xue
    Soft Computing, 2014, 18 : 2323 - 2334
  • [8] A survey of biogeography-based optimization
    Guo, Weian
    Chen, Ming
    Wang, Lei
    Mao, Yanfen
    Wu, Qidi
    NEURAL COMPUTING & APPLICATIONS, 2017, 28 (08): : 1909 - 1926
  • [9] A survey of biogeography-based optimization
    Weian Guo
    Ming Chen
    Lei Wang
    Yanfen Mao
    Qidi Wu
    Neural Computing and Applications, 2017, 28 : 1909 - 1926
  • [10] Oppositional Biogeography-Based Optimization
    Ergezer, Mehmet
    Simon, Dan
    Du, Dawei
    2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 1009 - 1014