Bat algorithm: literature review and applications

被引:612
作者
Yang, Xin-She [1 ]
He, Xingshi [2 ]
机构
[1] Middlesex Univ, Sch Sci & Technol, London NW4 4BT, England
[2] Xian Polytech Univ, Sch Sci, Xian 710048, Peoples R China
关键词
algorithm; bat algorithm; cuckoo search; firefly algorithm; eagle strategy; nature-inspired algorithm; optimisation; metaheuristics; PARTICLE SWARM OPTIMIZATION; EAGLE STRATEGY; WALK;
D O I
10.1504/IJBIC.2013.055093
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Bat algorithm (BA) is a bio-inspired algorithm developed by Xin-She Yang in 2010 and BA has been found to be very efficient. As a result, the literature has expanded significantly in the last three years. This paper provides a timely review of the bat algorithm and its new variants. A wide range of diverse applications and case studies are also reviewed and summarised briefly here. In addition, we also discuss the essence of an algorithm and the links between algorithms and self-organisation. Further research topics are also discussed.
引用
收藏
页码:141 / +
页数:11
相关论文
共 58 条
  • [11] Fister D., 2013, ELEKROTEHNISKI VESTN
  • [12] Fister I., 2013, IEEE T EVOL COMPUTAT
  • [13] Bat algorithm for constrained optimization tasks
    Gandomi, Amir Hossein
    Yang, Xin-She
    Alavi, Amir Hossein
    Talatahari, Siamak
    [J]. NEURAL COMPUTING & APPLICATIONS, 2013, 22 (06) : 1239 - 1255
  • [14] Chaos-enhanced accelerated particle swarm optimization
    Gandomi, Amir Hossein
    Yun, Gun Jin
    Yang, Xin-She
    Talatahari, Siamak
    [J]. COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2013, 18 (02) : 327 - 340
  • [15] Coupled eagle strategy and differential evolution for unconstrained and constrained global optimization
    Gandomi, Amir Hossein
    Yang, Xin-She
    Talatahari, Siamak
    Deb, Suash
    [J]. COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2012, 63 (01) : 191 - 200
  • [16] Huang G.-Q., 2013, APPL RES COMPUTERS, V30, P1
  • [17] Organisms, Machines, and Thunderstorms: A History of Self-Organization, Part Two. Complexity, Emergence, and Stable Attractors
    Keller, Evelyn Fox
    [J]. HISTORICAL STUDIES IN THE NATURAL SCIENCES, 2009, 39 (01) : 1 - 31
  • [18] A fuzzy c-means bi-sonar-based Metaheuristic Optimization Algorithm
    Khan, Koffka
    Sahai, Ashok
    [J]. INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE, 2012, 1 (07): : 26 - 32
  • [19] Khan K, 2011, ADV INTEL SOFT COMPU, V101, P59
  • [20] Koziel S., 2011, COMPUTATIONAL OPTIMI