arrow
Return

Krill herd: A new bio-inspired optimization algorithm

delete2012-12-01
delete1.5K
PRE
AI
A
Amir H. Gandomi *
A
Amir H. Alavi
DOI:10.1016/j.cnsns.2012.05.010delete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
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.
Keywords:
Krill herd
Biologically-inspired algorithm
Optimization
Metaheuristic
Benchmarking

Journal

Communications in Nonlinear Science and Numerical Simulation cover
Communications in Nonlinear Science and Numerical Simulation
IF:
3.8
Papers:
9.2K
Citations:
1.8W

Organization

U
University System of Ohio
Scholars:
15.4W
Papers: 13.0W
Citations: 200
U
University of Akron
Scholars:
2.6K
Papers: 2.3K
Citations: 5.6K
Cited Papers

Cited Papers

10Be dating the last deglaciation of Bjørnøya, Svalbard
err2018-06-13
err0
PREAI
errJason P. Briner; Anne Hormes
errShare
errSave
errShare
errSave
errShare
errSave
Effect of the electrical double layer on voltammetry at microelectrodes
err2002-05-01
err0
PREAI
errJohn D. Norton; Henry S. White; Stephen W. Feldberg
errShare
errSave
Measurement of renal function in kidney donors using serum cystatin C and β2-microglobulin
err2003-11-01
err0
errOAAI
errGeorge T John; Jude Joseph Fleming; Girish S Talaulikar; R Selvakumar; Paaulose P Thomas; Chakko K Jacob
errShare
errSave
err1997-01-01
err0
PREAI
errRainer Storn; Kenneth Price
errShare
errSave
errShare
errSave
researcher View more