Green partner selection in virtual enterprise based on Pareto genetic algorithms

被引:46
作者
Zhang, Yue [1 ]
Tao, Fei [1 ]
Laili, Yuanjun [1 ]
Hou, Baocun [2 ]
Lv, Lin [1 ]
Zhang, Lin [1 ]
机构
[1] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
[2] Beijing Simulat Ctr, Beijing 100854, Peoples R China
关键词
Partner selection; Virtual enterprise; Pareto solutions; Genetic algorithm; PRODUCT DEVELOPMENT; SUPPLIER SELECTION; PROGRAMMING-MODEL; FRAMEWORK; COLLABORATION; EVOLUTION; MARKET;
D O I
10.1007/s00170-012-4634-x
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The partner selection problem (PSP) in virtual enterprise has been comprehensively investigated from the aspects of research fields, contents, attributes or criteria been considered, and algorithms. With the consideration of environmental protection, the importance of "green criteria" in PSP is introduced, and two new green criteria, i.e., carbon emission and lead content in manufacturing production, are firstly brought into PSP. A formulation of PSP with green criteria is established which includes four objectives and six constraints. A new improved algorithm, named Pareto genetic algorithm for PSP (Pareto-PSGA), is designed for addressing the specific PSP. With Pareto solution ideas, vector encoding, random selection, two-point crossover, and single-point mutation for Pareto solutions are designed in the Pareto-PSGA. Experimental results demonstrate that compared with other typical intelligent algorithms such as simulated annealing and particle swarm optimization, Pareto-PSGA shows high performance in solving the specific PSP with more suitable Pareto solutions in shorter time.
引用
收藏
页码:2109 / 2125
页数:17
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