Using fuzzy numbers in knapsack problems

被引:23
作者
Lin, FT
Yao, JS
机构
[1] Chinese Culture Univ, Dept Appl Math, Taipei 111, Taiwan
[2] Natl Taiwan Univ, Dept Math, Taipei 10764, Taiwan
关键词
fuzzy sets; optimization; knapsack problem; multiconstraint 0/1 knapsack problem; signed distance ranking;
D O I
10.1016/S0377-2217(00)00310-6
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper investigates knapsack problems in which all of the weight coefficients are fuzzy numbers. This work is based on the assumption that each weight coefficient is imprecise due to the use of decimal truncation or rough estimation of the coefficients by the decision-maker. To deal with this kind of imprecise data, fuzzy sets provide a powerful tool to model and solve this problem. Our work intends to extend the original knapsack problem into a more generalized problem that would be useful in practical situations. As a result, our study shows that the fuzzy knapsack problem is an extension of the crisp knapsack problem, and that the crisp knapsack problem is a special case of the fuzzy knapsack problem. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:158 / 176
页数:19
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