Krill herd: A new bio-inspired optimization algorithm

被引:1309
|
作者
Gandomi, Amir Hossein [1 ]
Alavi, Amir Hossein [2 ]
机构
[1] Univ Akron, Dept Civil Engn, Akron, OH 44325 USA
[2] Iran Univ Sci & Technol, Sch Civil Engn, Tehran, Iran
关键词
Krill herd; Biologically-inspired algorithm; Optimization; Metaheuristic; Benchmarking; DIFFERENTIAL EVOLUTION; BEHAVIOR;
D O I
10.1016/j.cnsns.2012.05.010
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, a novel biologically-inspired algorithm, namely krill herd (KH) is proposed for solving optimization tasks. The KH algorithm is based on the simulation of the herding behavior of krill individuals. The minimum distances of each individual krill from food and from highest density of the herd are considered as the objective function for the krill movement. The time-dependent position of the krill individuals is formulated by three main factors: (i) movement induced by the presence of other individuals (ii) foraging activity, and (iii) random diffusion. For more precise modeling of the krill behavior, two adaptive genetic operators are added to the algorithm. The proposed method is verified using several benchmark problems commonly used in the area of optimization. Further, the KH algorithm is compared with eight well-known methods in the literature. The KH algorithm is capable of efficiently solving a wide range of benchmark optimization problems and outperforms the exciting algorithms. Published by Elsevier B.V.
引用
收藏
页码:4831 / 4845
页数:15
相关论文
共 50 条
  • [1] Application of the bio-inspired Krill Herd optimization technique to phase equilibrium calculations
    Moodley, Kuveneshan
    Rarey, Juergen
    Ramjugernath, Deresh
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 2015, 74 : 75 - 88
  • [2] Discrete Krill Herd Algorithm - A Bio-Inspired Meta-Heuristics for Graph Based Network Route Optimization
    Sur, Chiranjib
    Shukla, Anupam
    [J]. DISTRIBUTED COMPUTING AND INTERNET TECHNOLOGY, ICDCIT 2014, 2014, 8337 : 152 - 163
  • [3] Application of Bio-Inspired Krill Herd Algorithm to Combined Heat and Power Economic Dispatch
    Adhvaryyu, Pradosh Kumar
    Chattopadhyay, Pranab Kumar
    Bhattacharjya, Aniruddha
    [J]. 2014 IEEE INNOVATIVE SMART GRID TECHNOLOGIES - ASIA (ISGT ASIA), 2014, : 338 - 343
  • [4] Alpine skiing optimization: A new bio-inspired optimization algorithm
    Yuan, Yongliang
    Ren, Jianji
    Wang, Shuo
    Wang, Zhenxi
    Mu, Xiaokai
    Zhao, Wu
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2022, 170
  • [5] A New Bio-inspired Algorithm: Chicken Swarm Optimization
    Meng, Xianbing
    Liu, Yu
    Gao, Xiaozhi
    Zhang, Hengzhen
    [J]. ADVANCES IN SWARM INTELLIGENCE, PT1, 2014, 8794 : 86 - 94
  • [6] Zebra Optimization Algorithm: A New Bio-Inspired Optimization Algorithm for Solving Optimization Algorithm
    Trojovska, Eva
    Dehghani, Mohammad
    Trojovsky, Pavel
    [J]. IEEE ACCESS, 2022, 10 : 49445 - 49473
  • [7] Tasmanian Devil Optimization: A New Bio-Inspired Optimization Algorithm for Solving Optimization Algorithm
    Dehghani, Mohammad
    Hubalovsky, Stepan
    Trojovsky, Pavel
    [J]. IEEE ACCESS, 2022, 10 : 19599 - 19620
  • [8] A Novel Bio-Inspired Krill Herd Optimization in Wireless Ad-Hoc Network (WANET) for Effective Routing
    Amudhavel, J.
    Kumarakrishnan, S.
    Anantharaj, B.
    Padmashree, D.
    Harinee, S.
    Kumar, K. Prem
    [J]. ICARCSET'15: PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON ADVANCED RESEARCH IN COMPUTER SCIENCE ENGINEERING & TECHNOLOGY (ICARCSET - 2015), 2015,
  • [9] Lyrebird Optimization Algorithm: A New Bio-Inspired Metaheuristic Algorithm for Solving Optimization Problems
    Dehghani, Mohammad
    Bektemyssova, Gulnara
    Montazeri, Zeinab
    Shaikemelev, Galymzhan
    Malik, Om Parkash
    Dhiman, Gaurav
    [J]. BIOMIMETICS, 2023, 8 (06)
  • [10] Pufferfish Optimization Algorithm: A New Bio-Inspired Metaheuristic Algorithm for Solving Optimization Problems
    Al-Baik, Osama
    Alomari, Saleh
    Alssayed, Omar
    Gochhait, Saikat
    Leonova, Irina
    Dutta, Uma
    Malik, Om Parkash
    Montazeri, Zeinab
    Dehghani, Mohammad
    [J]. BIOMIMETICS, 2024, 9 (02)