A Self Adaptive Hybrid Artificial Bee Colony Algorithm for Solving CEC 2013 Real-Parameter Optimization Problems

被引:0
|
作者
Shan, Hai [1 ]
Yasuda, Toshiyuki [1 ]
Ohkura, Kazuhiro [1 ]
机构
[1] Hiroshima Univ, Fac Engn, Hiroshima, Japan
来源
2013 IEEE/SICE INTERNATIONAL SYMPOSIUM ON SYSTEM INTEGRATION (SII) | 2013年
关键词
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Artificial bee colony (ABC) algorithm is one of the most recently introduced swarm intelligence based algorithm which foraging the behavior of honey bee colonies. In order to improve the convergence performance and searching speed of finding best solution, self adaptive hybrid ABC (SAHABC) is proposed in this paper. For evaluating the performance of standard ABC and proposed SAHABC algorithms, we implemented experiments on CEC 2013 real-parameter single objective optimization problems testbed. SAHABC algorithm demonstrated competitive performance on the optimization problems with the dimension size of 10, 30, and 50 respectively.
引用
收藏
页码:706 / 711
页数:6
相关论文
共 50 条
  • [21] Improved Artificial Bee Colony Algorithm with Adaptive Parameter for Numerical Optimization
    Zhao, Ming
    Song, Xiaoyu
    Xing, Shuangyun
    APPLIED ARTIFICIAL INTELLIGENCE, 2022, 36 (01)
  • [22] An archive-based self-adaptive artificial electric field algorithm with orthogonal initialization for real-parameter optimization problems
    Chauhan, Dikshit
    Yadav, Anupam
    APPLIED SOFT COMPUTING, 2024, 150
  • [23] Investigation of Self-adaptive Differential Evolution on the CEC-2013 Real-Parameter Single-Objective Optimization Testbed
    Qin, A. K.
    Li, Xiaodong
    Pan, Hong
    Xia, Siyu
    2013 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2013, : 1107 - 1114
  • [24] A Levy Flight-Based Hybrid Artificial Bee Colony Algorithm for Solving Numerical Optimization Problems
    Shan, Hai
    Yasuda, Toshiyuki
    Ohkura, Kazuhiro
    2014 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2014, : 2656 - 2663
  • [25] Self-adaptive differential evolution algorithm in constrained real-parameter optimization
    Brest, Janez
    Zumer, Viljem
    Maucec, Mirjam Sepesy
    2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 215 - +
  • [26] Self-Adaptive and Adaptive Parameter Control in Improved Artificial Bee Colony Algorithm
    Afsar, Bekir
    Aydin, Dogan
    Ugur, Aybars
    Korukoglu, Serdar
    INFORMATICA, 2017, 28 (03) : 415 - 438
  • [27] A Hybrid Artificial Bee Colony Optimization Algorithm
    Yuan, Yanhua
    Zhu, Yuanguo
    2014 10TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2014, : 492 - 496
  • [28] Self-adaptive differential evolution algorithm for constrained real-parameter optimization
    Huang, V. L.
    Qin, A. K.
    Suganthan, P. N.
    2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 17 - +
  • [29] A hybrid real-parameter genetic algorithm for function optimization
    Hwang, SF
    He, RS
    ADVANCED ENGINEERING INFORMATICS, 2006, 20 (01) : 7 - 21
  • [30] Artificial Bee Colony Algorithm with Self Adaptive Colony Size
    Sharma, Tarun Kumar
    Pant, Millie
    Singh, V. P.
    SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, PT I, 2011, 7076 : 593 - +