A novel metaheuristic method for solving constrained engineering optimization problems: Crow search algorithm

被引:1522
作者
Askarzadeh, Alireza [1 ]
机构
[1] Grad Univ Adv Technol, Inst Sci & High Technol & Environm Sci, Dept Energy Management & Optimizat, Kerman, Iran
关键词
Metaheuristic optimization; Crow search algorithm; Constrained engineering optimization; PARTICLE SWARM OPTIMIZATION; DIFFERENTIAL EVOLUTION;
D O I
10.1016/j.compstruc.2016.03.001
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper proposes a novel metaheuristic optimizer, named crow search algorithm (CSA), based on the intelligent behavior of crows. CSA is a population-based technique which works based on this idea that crows store their excess food in hiding places and retrieve it when the food is needed. CSA is applied to optimize six constrained engineering design problems which have different natures of objective functions, constraints and decision variables. The results obtained by CSA are compared with the results of various algorithms. Simulation results reveal that using CSA may lead to finding promising results compared to the other algorithms. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1 / 12
页数:12
相关论文
共 30 条
[21]  
Rincon Paul, SCI NATURE CROWS JAY
[22]   Mine blast algorithm: A new population based algorithm for solving constrained engineering optimization problems [J].
Sadollah, Ali ;
Bahreininejad, Ardeshir ;
Eskandar, Hadi ;
Hamdi, Mohd .
APPLIED SOFT COMPUTING, 2013, 13 (05) :2592-2612
[23]  
Wolpert D. H., 1997, IEEE Transactions on Evolutionary Computation, V1, P67, DOI 10.1109/4235.585893
[24]  
Yang X.S., 2011, Scholarpedia, V6, P11472
[25]  
Yang X. S., 2008, Nature-Inspired Metaheuristic Algorithms, DOI DOI 10.1001/JAMA.1994.03520100096046
[26]  
Yang X-S., 2010, ENG OPTIMIZATION INT, DOI DOI 10.1002/9780470640425
[27]   Cuckoo Search via Levey Flights [J].
Yang, Xin-She ;
Deb, Suash .
2009 WORLD CONGRESS ON NATURE & BIOLOGICALLY INSPIRED COMPUTING (NABIC 2009), 2009, :210-+
[28]   Firefly algorithm, stochastic test functions and design optimisation [J].
Yang, Xin-She .
INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION, 2010, 2 (02) :78-84
[29]   A New Metaheuristic Bat-Inspired Algorithm [J].
Yang, Xin-She .
NICSO 2010: NATURE INSPIRED COOPERATIVE STRATEGIES FOR OPTIMIZATION, 2010, 284 :65-74
[30]   Differential evolution with dynamic stochastic selection for constrained optimization [J].
Zhang, Min ;
Luo, Wenjian ;
Wang, Xufa .
INFORMATION SCIENCES, 2008, 178 (15) :3043-3074