Improved cuckoo search for reliability optimization problems

被引:240
作者
Valian, Ehsan [1 ]
Tavakoli, Saeed [1 ]
Mohanna, Shahrarn [1 ]
Haghi, Atiyeh [2 ]
机构
[1] Univ Sistan & Baluchestan, Fac Elect & Comp Engn, Zahedan, Iran
[2] Univ Sistan & Baluchestan, Dept Management, Zahedan, Iran
关键词
Cuckoo search; Improved cuckoo search; Large-scale; Optimization; Reliability problem; GENETIC ALGORITHMS; REDUNDANCY; SYSTEMS; ALLOCATION; DESIGN;
D O I
10.1016/j.cie.2012.07.011
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
An efficient approach to solve engineering optimization problems is the cuckoo search algorithm. It is a recently developed meta-heuristic optimization algorithm. Normally, the parameters of the cuckoo search are kept constant. This may result in decreasing the efficiency of the algorithm. To cope with this issue, the cuckoo search parameters should be tuned properly. In this paper, an improved cuckoo search algorithm, enhancing the accuracy and convergence rate of the cuckoo search algorithm, is presented. Then, the performance of the proposed algorithm is tested on some complex engineering optimization problems. They are four well-known reliability optimization problems, a large-scale reliability optimization problem as well as a complex system, which is a 15-unit system reliability optimization problem. Finally, the results are compared with those given by several well-known methods. Simulation results demonstrate the effectiveness of the proposed algorithm. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:459 / 468
页数:10
相关论文
共 35 条
[1]   IMPROVED ALGORITHM FOR NETWORK RELIABILITY [J].
ABRAHAM, JA .
IEEE TRANSACTIONS ON RELIABILITY, 1979, 28 (01) :58-61
[2]   Ant colony approach to constrained redundancy optimization in binary systems [J].
Agarwal, Manju ;
Sharma, Vikas K. .
APPLIED MATHEMATICAL MODELLING, 2010, 34 (04) :992-1003
[3]   Levy flights in dobe ju/'hoansi foraging patterns [J].
Brown, Clifford T. ;
Liebovitch, Larry S. ;
Glendon, Rachel .
HUMAN ECOLOGY, 2007, 35 (01) :129-138
[4]   IAs based approach for reliability redundancy allocation problems [J].
Chen, Ta-Cheng .
APPLIED MATHEMATICS AND COMPUTATION, 2006, 182 (02) :1556-1567
[5]   RELIABILITY OPTIMIZATION PROBLEMS WITH MULTIPLE CONSTRAINTS [J].
CHERN, MS ;
JAN, RH .
IEEE TRANSACTIONS ON RELIABILITY, 1986, 35 (04) :431-436
[6]   An efficient particle swarm approach for mixed-integer programming in reliability-redundancy optimization applications [J].
Coelho, Leandro dos Santos .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2009, 94 (04) :830-837
[7]   OPTIMAL APPORTIONMENT OF RELIABILITY AND REDUNDANCY IN SERIES SYSTEMS UNDER MULTIPLE OBJECTIVES [J].
DHINGRA, AK .
IEEE TRANSACTIONS ON RELIABILITY, 1992, 41 (04) :576-582
[8]   Structural reliability assessment based on particles swarm optimization [J].
Elegbede, C .
STRUCTURAL SAFETY, 2005, 27 (02) :171-186
[9]  
Gen M, 1999, COMPUT IND ENG, V37, P151, DOI 10.1016/S0360-8352(99)00043-1
[10]   Soft computing approach for reliability optimization: State-of-the-art survey [J].
Gen, Mitsuo ;
Yun, YoungSu .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2006, 91 (09) :1008-1026