Models for inverse minimum spanning tree problem with fuzzy edge weights

被引:4
|
作者
Zhang, Jingyu [1 ]
Zhou, Jian [2 ]
Zhong, Shuya [2 ]
机构
[1] Philips Res North Amer, Dept Clin Decis Support Solut, New York, NY USA
[2] Shanghai Univ, Sch Management, Shanghai, Peoples R China
关键词
Minimum spanning tree; inverse optimization; fuzzy programming; genetic algorithm; PROGRAMMING-MODELS; ALGORITHM;
D O I
10.3233/IFS-141384
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An inverse minimum spanning tree problem is to make the least modification on the edge weights such that a predetermined spanning tree is a minimum spanning tree with respect to the new edge weights. In this paper, a type of fuzzy inverse minimum spanning tree problem is introduced from a LAN reconstruction problem, where the weights of edges are assumed to be fuzzy variables. The concept of fuzzy alpha-minimum spanning tree is initialized, and subsequently a fuzzy a-minimum spanning tree model and a credibility maximization model are presented to formulate the problem according to different decision criteria. In order to solve the two fuzzy models, a fuzzy simulation for computing credibility is designed and then embedded into a genetic algorithm to produce some hybrid intelligent algorithms. Finally, some computational examples are given to illustrate the effectiveness of the proposed algorithms.
引用
收藏
页码:2691 / 2702
页数:12
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