A new artificial bee colony algorithm for numerical optimization

被引:0
|
作者
Sahed, Oussama Ait [1 ]
Kara, Kamel [1 ]
Benyoucef, Abousoufyane [1 ]
Hadjili, Mohamed Laid [2 ]
机构
[1] Univ Blida 1, Dept Elect, Lab SET, Blida, Algeria
[2] High Sch Comp Sci HEB ESI, Brussels, Belgium
关键词
artificial bee colony; artificial intelligence; Numerical function optimization; EFFICIENT;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
in this paper a new variant of the artificial bee colony algorithm is proposed. It is a known fact that any good optimization algorithm requires a good balance between exploring and exploiting prominent regions of the search space. To this end, several modifications of the artificial bee colony basic algorithm are introduced in the proposed version. The efficiency of the algorithm is evaluated against four other variants of the ABC algorithm using ten standard numerical benchmark functions. The obtained results show that the proposed algorithm has good performances.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Limaçon inspired artificial bee colony algorithm for numerical optimization
    Kavita Sharma
    P. C. Gupta
    Nirmala Sharma
    [J]. Evolutionary Intelligence, 2021, 14 : 1345 - 1353
  • [2] Limacon inspired artificial bee colony algorithm for numerical optimization
    Sharma, Kavita
    Gupta, P. C.
    Sharma, Nirmala
    [J]. EVOLUTIONARY INTELLIGENCE, 2021, 14 (03) : 1345 - 1353
  • [3] An improved artificial bee colony algorithm for numerical function optimization
    School of Mathematics and Statistics, Xidian University, Xi'an
    710071, China
    [J]. J. Comput. Theor. Nanosci., 11 (4103-4110):
  • [4] Artificial Bee Group Colony Algorithm for Numerical Function Optimization
    Yang, Gang
    Xu, Jieping
    Yi, Junyan
    Zheng, He
    Yuan, Zheng
    Liu, Xiaowei
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2015): BIG DATA ANALYTICS FOR HUMAN-CENTRIC SYSTEMS, 2015, : 2914 - 2919
  • [5] Application of Artificial Bee Colony algorithm for Numerical Optimization Technique
    Sharma, Mudita
    Chandra, Satish
    [J]. 2015 IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE (IACC), 2015, : 1267 - 1272
  • [6] Differential Artificial Bee Colony Algorithm for Global Numerical Optimization
    Wu, Bin
    Qian, Cun Hua
    [J]. JOURNAL OF COMPUTERS, 2011, 6 (05) : 841 - 848
  • [7] Artificial bee colony algorithm with local search for numerical optimization
    Kang, Fei
    Li, Junjie
    Ma, Zhenyue
    Li, Haojin
    [J]. Journal of Software, 2011, 6 (03) : 490 - 497
  • [8] An efficient and robust artificial bee colony algorithm for numerical optimization
    Xiang, Wan-li
    An, Mei-qing
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2013, 40 (05) : 1256 - 1265
  • [9] A Novel Artificial Bee Colony Algorithm for Numerical Function Optimization
    Zhao Liquan
    Wang Xin
    Wang Lin
    [J]. PROCEEDINGS OF 2016 2ND INTERNATIONAL CONFERENCE ON CONTROL SCIENCE AND SYSTEMS ENGINEERING (ICCSSE), 2016, : 42 - 45
  • [10] A hybrid artificial bee colony algorithm for numerical function optimization
    Alqattan, Zakaria N.
    Abdullah, Rosni
    [J]. INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2015, 26 (10):