Development and Analysis of a Modified Artificial Fish Swarm Algorithm

被引:0
|
作者
Baba, Yachilla [1 ]
Ugweje, Okechukwu C. [1 ]
Koyunlu, Gokhan [1 ]
机构
[1] Nile Univ Nigeria, Dept Elect & Elect Engn, Abuja, Nigeria
关键词
Artificial fish swarm algorithm; modified artificial fish swarm algorithm; test functions; adaptive algorithm; OPTIMIZATION; COLONY;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The analytical development and simulation of a modified Artificial Fish Swarm Algorithm is presented in this paper. It addresses the problem of the conventional AFSA migration into the local minima due to the constant effects of its control parameters such as the visual distance and step size. An iterative behavior was introduced such that each generation can select its guiding parameters adaptively. The performance of the modified algorithm was evaluated using a subset of applied mathematical optimization test functions namely Ackley, Cosine Mixture, Neumaier, Rosenbrock and Rastragin. Results show that the modified algorithm performed better in four (4) out of the 5 test functions.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] A modified artificial fish-swarm algorithm
    Xiao, Jianmei
    Zheng, Xiaoming
    Wang, Xihuai
    Huang, Youfang
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 3456 - 3460
  • [2] Color Quantization Using Modified Artificial Fish Swarm Algorithm
    Yazdani, Danial
    Nabizadeh, Hadi
    Kosari, Elyas Mohamadzadeh
    Toosi, Adel Nadjaran
    [J]. AI 2011: ADVANCES IN ARTIFICIAL INTELLIGENCE, 2011, 7106 : 382 - 391
  • [3] Improved Artificial Fish Swarm Algorithm
    Zhang Chao
    Zhang Feng-ming
    Li Fei
    Wu Hu-sheng
    [J]. PROCEEDINGS OF THE 2014 9TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2014, : 748 - +
  • [4] Quantum Artificial Fish Swarm Algorithm
    Zhu, Kongcun
    Jiang, Mingyan
    [J]. 2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 1 - 5
  • [5] A Multiagent Artificial Fish Swarm Algorithm
    Wang, Lianguo
    Hong, Yi
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 3161 - 3166
  • [6] The Artificial Fish Swarm Algorithm Improved by Fireworks Algorithm
    Mingyue Liyi Zhang
    Teng Fu
    Hongbo Fei
    [J]. Automatic Control and Computer Sciences, 2022, 56 : 311 - 323
  • [7] The Artificial Fish Swarm Algorithm Improved by Fireworks Algorithm
    Zhang, Liyi
    Fu, Mingyue
    Fei, Teng
    Li, Hongbo
    [J]. AUTOMATIC CONTROL AND COMPUTER SCIENCES, 2022, 56 (04) : 311 - 323
  • [8] Simulated Annealing Artificial Fish Swarm Algorithm
    Jiang, Mingyan
    Cheng, Yongming
    [J]. 2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 1590 - 1593
  • [9] Artificial Fish Swarm Algorithm and its applications
    Jiang, M. Y.
    Yuan, D. F.
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 1782 - 1787
  • [10] An Improved Artificial Fish Swarm Algorithm and Application
    Luan, Xinyuan
    Jin, Biyao
    Liu, Tingzhang
    Zhang, Yingqi
    [J]. COMPUTATIONAL INTELLIGENCE, NETWORKED SYSTEMS AND THEIR APPLICATIONS, 2014, 462 : 99 - 110