Particle swarm optimization algorithm for partner selection in virtual enterprise

被引:12
作者
Qiang Zhaoa Xinhui Zhangb Renbin Xiaoc a School of Mechanical Science and EngineeringHuazhong University of Science and TechnologyWuhan China b Department of BiomedicalIndustrial Human Factors EngineeringWright State UniversityDaytonOH USA c Institute of Systems EngineeringHuazhong University of Science and TechnologyWuhan China [430074 ,45435 ,430074 ]
机构
关键词
Virtual enterprise; Partner selection; PSO; NP-complete;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
<正>Partner selection is a fundamental problem in the formation and success of a virtual enterprise.The partner selection problem with precedence and due date constraint is the basis of the various extensions and is studied in this paper.A nonlinear integer program model for the partner selection problem is established.The problem is shown to be NP-complete by reduction to the knapsack problem,and therefore no polynomial time algorithm exists.To solve it efficiently,a particle swarm optimization(PSO)algorithm is adopted,and several mechanisms that include initialization expansion mechanism,variance mechanism and local searching mechanism have been developed to improve the performance of the proposed PSO algorithm.A set of experiments have been conducted using real examples and numerical simulation,and have shown that the PSO algorithm is an effective and efficient way to solve the partner selection problems with precedence and due date constraints.
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收藏
页码:1445 / 1452
页数:8
相关论文
共 5 条
[1]   Memetic particle swarm optimization [J].
Petalas, Y. G. ;
Parsopoulos, K. E. ;
Vrahatis, M. N. .
ANNALS OF OPERATIONS RESEARCH, 2007, 156 (01) :99-127
[2]   A GP-AHP method for solving group decision-making fuzzy AHP problems [J].
Yu, CS .
COMPUTERS & OPERATIONS RESEARCH, 2002, 29 (14) :1969-2001
[3]   External partner selection using tabu search heuristics in distributed manufacturing [J].
Ko, CS ;
Kim, T ;
Hwang, H .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2001, 39 (17) :3959-3974
[4]  
Agile manufacturing: enablers and an implementation framework[J] . A. Gunasekaran.International Journal of Production Research . 1998 (5)
[5]  
A Heuristic Genetic Algorithm for Subcontractor Selection in Global Manufacturing Enviroment. Wang D.W,Yung K.L,Ip W.H. IEEE Transaction on System Manufacturing and Cybernetics-Part C:Applications and Reviews . 2001