Bio-Inspired Clustering of Complex Products Structure based on DSM

被引:0
|
作者
Yang, Fan [1 ,2 ]
Wang, Pan [1 ]
Guo, Sihai [1 ]
Lu, Qibing [1 ]
Liu, Xingxing [3 ]
机构
[1] Wuhan Univ Technol, Inst Syst Sci & Engn, Wuhan 430070, Peoples R China
[2] Hubei Univ Educ, Coll Comp, Wuhan, Peoples R China
[3] Wuhan Univ Technol, Sch Management, Wuhan 430070, Peoples R China
关键词
Bio-inspired computation; genetic algorithm (GA); reliable fitness function; DSM; complex products; clustering;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Clustering plays an important role in the decomposition of complex products structure. Different clustering algorithms may achieve different effects of the decomposition. This paper aims to proposes a bio-inspired genetic algorithm that is implemented based on its reliable fitness function and design structure matrix (DSM) for clustering analysis of complex products. This new bio-inspired genetic algorithm captures the features of DSM, which is base on the biological evolution theory. Examples of these products include motorcycle engines that are presented for clustering. The five cluster alternatives are obtained from the regular clustering algorithm and the bio-inspired genetic algorithm, while the best cluster alternative comes from the bio-inspired genetic algorithm. The results show that this algorithm is well adaptable, especially when the product elements have complicated and asymmetric connections.
引用
收藏
页码:183 / 187
页数:5
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