Firefly algorithm with chaos

被引:687
作者
Gandomi, A. H. [2 ]
Yang, X-S. [3 ]
Talatahari, S. [1 ]
Alavi, A. H. [4 ]
机构
[1] Univ Tabriz, Marand Fac Engn, Tabriz, Iran
[2] Islamic Azad Univ, Cent Tehran Branch, Tehran, Iran
[3] Univ Cambridge, Dept Engn, Cambridge CB2 1PZ, England
[4] Iran Univ Sci & Technol, Dept Civil Engn, Tehran, Iran
关键词
Firefly algorithm; Chaos; Metaheuristic algorithm; Global optimization; OPTIMIZATION;
D O I
10.1016/j.cnsns.2012.06.009
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A recently developed metaheuristic optimization algorithm, firefly algorithm (FA), mimics the social behavior of fireflies based on the flashing and attraction characteristics of fireflies. In the present study, we will introduce chaos into FA so as to increase its global search mobility for robust global optimization. Detailed studies are carried out on benchmark problems with different chaotic maps. Here, 12 different chaotic maps are utilized to tune the attractive movement of the fireflies in the algorithm. The results show that some chaotic FAs can clearly outperform the standard FA. (c) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:89 / 98
页数:10
相关论文
共 27 条
[1]   Uniform Big Bang-Chaotic Big Crunch optimization [J].
Alatas, Bilal .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2011, 16 (09) :3696-3703
[2]   Chaotic bee colony algorithms for global numerical optimization [J].
Alatas, Bilal .
EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (08) :5682-5687
[3]   Chaotic harmony search algorithms [J].
Alatas, Bilal .
APPLIED MATHEMATICS AND COMPUTATION, 2010, 216 (09) :2687-2699
[4]   Chaos embedded particle swarm optimization algorithms [J].
Alatas, Bilal ;
Akin, Erhan ;
Ozer, A. Bedri .
CHAOS SOLITONS & FRACTALS, 2009, 40 (04) :1715-1734
[5]  
[Anonymous], 1987, An Introduction to Chaotic Dynamical Systems
[6]   Use of chaotic sequences in a biologically inspired algorithm for engineering design optimization [J].
Coelho, Leandro dos Santos ;
Mariani, Viviana Cocco .
EXPERT SYSTEMS WITH APPLICATIONS, 2008, 34 (03) :1905-1913
[7]  
Erramilli A., 1994, MODELING PACKET TRAF
[8]   Matlab toolbox and GUI for analyzing one-dimensional chaotic maps [J].
Galvez Tomida, Akemi .
INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCES AND ITS APPLICATIONS, PROCEEDINGS, 2008, :321-330
[9]   Krill herd: A new bio-inspired optimization algorithm [J].
Gandomi, Amir Hossein ;
Alavi, Amir Hossein .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2012, 17 (12) :4831-4845
[10]   Mixed variable structural optimization using Firefly Algorithm [J].
Gandomi, Amir Hossein ;
Yang, Xin-She ;
Alavi, Amir Hossein .
COMPUTERS & STRUCTURES, 2011, 89 (23-24) :2325-2336