Comparative Analysis of Particle Swarm Optimization, Genetic Algorithm and Krill Herd Algorithm

被引：0
|
作者：
Chaturvedi, Shivam [1 ]
Pragya, Pallavi [1 ]
Verma, H. K. [1 ]
机构：
[1] SGSITS, Indore, Madhya Pradesh, India
来源：
2015 INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION AND CONTROL (IC4) | 2015年
关键词：
Genetic algorithm (GA); Particle swarm optimization (PSO); Krill herd algorithm (KHA);
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper three of the methods used to optimize a function have been compared. These methods are the genetic algorithm technique (GA), particle swamp optimization (PSO) technique and a recently developed krill herd (KH) technique. All the three methods have been used to optimize various benchmark functions and the optimized values obtained are compared mathematically and thereby we find out the efficiency of algorithms by using statistical methods and hence compare them. We would calculate the execution time and also the mean and standard deviations and study them as the parameters for comparison of the techniques
引用
收藏
页数：7
相关论文
共 50 条
  • [1] Particle-swarm Krill Herd Algorithm
    Wang, Gai-Ge
    Bai, Danyu
    Gong, Wenyin
    Ren, Teng
    Liu, Xiaobo
    Yan, Xuesong
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEE IEEM), 2018, : 1073 - 1080
  • [2] A chaotic particle-swarm krill herd algorithm for global numerical optimization
    Wang, Gai-Ge
    Gandomi, Amir Hossein
    Alavi, Amir Hossein
    [J]. KYBERNETES, 2013, 42 (06) : 962 - 978
  • [3] Chaotic krill herd optimization algorithm
    Saremi, Shahrzad
    Mirjalili, Seyed Mohammad
    Mirjalili, Seyedali
    [J]. 7TH INTERNATIONAL CONFERENCE INTERDISCIPLINARITY IN ENGINEERING (INTER-ENG 2013), 2014, 12 : 180 - 185
  • [4] Fuzzy Krill Herd Optimization Algorithm
    Fattahi, Edris
    Bidari, Mandi
    Kanan, Hamidreza Rashidy
    [J]. 2014 FIRST INTERNATIONAL CONFERENCE ON NETWORKS & SOFT COMPUTING (ICNSC), 2014, : 423 - 426
  • [5] Particle swarm optimization algorithm and comparison with genetic algorithm
    Shen, Yan
    Guo, Bing
    Gu, Tian-Xiang
    [J]. Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2005, 34 (05): : 696 - 699
  • [6] Particle filter improved by genetic algorithm and particle swarm optimization algorithm
    [J]. Li, M. (lim3076@163.com), 2013, Academy Publisher (08)
  • [7] Genetic Algorithm and Particle Swarm Optimization: Analysis and Remedial Suggestions
    Pandey, Hari Mohan
    [J]. COMPUTER COMMUNICATION, NETWORKING AND INTERNET SECURITY, 2017, 5 : 437 - 441
  • [8] Multiobjective Krill Herd Algorithm for Electromagnetic Optimization
    Ayala, Helon V. H.
    Segundo, Emerson H. V.
    Mariani, Viviana C.
    Coelho, Leandro dos S.
    [J]. IEEE TRANSACTIONS ON MAGNETICS, 2016, 52 (03)
  • [9] AN INTRODUCTION OF KRILL HERD ALGORITHM FOR ENGINEERING OPTIMIZATION
    Gandomi, Amir H.
    Alavi, Amir H.
    [J]. JOURNAL OF CIVIL ENGINEERING AND MANAGEMENT, 2016, 22 (03) : 302 - 310
  • [10] The Particle Swarm Optimization based on the Genetic Algorithm
    Li, Li
    Chen, Kun
    Hu, Haibo
    [J]. 2010 INTERNATIONAL CONFERENCE ON INFORMATION, ELECTRONIC AND COMPUTER SCIENCE, VOLS 1-3, 2010, : 305 - 308
12345