A Novel Hybrid Vortex Search and Artificial Bee Colony Algorithm for Numerical Optimization Problems

被引:1
|
作者
WANG Zhaowei [1 ]
WU Guomin [2 ]
WAN Zhongping [1 ]
机构
[1] School of Mathematics and Statistics,Wuhan University
[2] Department of Mathematics and Physics,Beijing Institute of Petrochemical Technology
基金
中国国家自然科学基金;
关键词
numerical optimization problems; vortex search algorithm; artificial bee colony algorithm; hybrid algorithm;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Though vortex search(VS) algorithm has good performance in solving global numerical optimization problems, it cannot fully search the whole space occasionally. Combining the vortex search algorithm and the artificial bee colony algorithm(ABC) which has good performance in exploration, we present a HVS(hybrid vortex search) algorithm to solve the numerical optimization problems. We first use the employed bees and onlooker bees of ABC algorithm to find a solution, and then adopt the VS algorithm to find the best solution. In the meantime, we cannot treat the best solution so far as the center of the algorithm all the time. The algorithm is tested by 50 benchmark functions. The numerical results show the HVS algorithm has superior performance over the ABC and the VS algorithms.
引用
收藏
页码:295 / 306
页数:12
相关论文
共 50 条
  • [31] A new artificial bee colony algorithm for numerical optimization
    Sahed, Oussama Ait
    Kara, Kamel
    Benyoucef, Abousoufyane
    Hadjili, Mohamed Laid
    3RD INTERNATIONAL CONFERENCE ON CONTROL, ENGINEERING & INFORMATION TECHNOLOGY (CEIT 2015), 2015,
  • [32] A Novel Hybrid Artificial Bee Colony with Monarch Butterfly Optimization for Global Optimization Problems
    Ghanem, Waheed Ali H. M.
    Jantan, Aman
    MODELING, SIMULATION, AND OPTIMIZATION, 2018, : 27 - 38
  • [33] A Modification Artificial Bee Colony Algorithm for Optimization Problems
    Liang, Jun-Hao
    Lee, Ching-Hung
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [34] Constrained Artificial Bee Colony Algorithm for Optimization Problems
    Babaeizadeh, Soudeh
    Ahmad, Rohanin
    ADVANCES IN INDUSTRIAL AND APPLIED MATHEMATICS, 2016, 1750
  • [35] A hybrid whale optimization algorithm with artificial bee colony
    Chenjun Tang
    Wei Sun
    Min Xue
    Xing Zhang
    Hongwei Tang
    Wei Wu
    Soft Computing, 2022, 26 : 2075 - 2097
  • [36] A hybrid whale optimization algorithm with artificial bee colony
    Tang, Chenjun
    Sun, Wei
    Xue, Min
    Zhang, Xing
    Tang, Hongwei
    Wu, Wei
    SOFT COMPUTING, 2022, 26 (05) : 2075 - 2097
  • [37] A NOVEL HYBRID ARTIFICIAL BEE COLONY WITH EXTREMAL OPTIMIZATION
    Azadehgan, Vahid
    Jafarian, Nafiseh
    Jafarieh, Farshad
    FOURTH INTERNATIONAL CONFERENCE ON COMPUTER AND ELECTRICAL ENGINEERING (ICCEE 2011), 2011, : 45 - 49
  • [38] Hybrid Taguchi-chaos of artificial bee colony algorithm for global numerical optimization
    Li, T.-H. S. (thsli@mail.ncku.edu.tw), 1600, ICIC International (09):
  • [39] HYBRID TAGUCHI-CHAOS OF ARTIFICIAL BEE COLONY ALGORITHM FOR GLOBAL NUMERICAL OPTIMIZATION
    Tien, Jia-Ping
    Li, Tzuu-Hseng S.
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2013, 9 (06): : 2665 - 2688
  • [40] A Novel Artificial Bee Colony Algorithm for Function Optimization
    Zhang, Song
    Liu, Sanyang
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015