The facility layout problem approached using a fuzzy model and a genetic search

被引:53
作者
Enea, M [1 ]
Galante, G [1 ]
Panascia, E [1 ]
机构
[1] Univ Palermo, Dipartimento Tecnol Meccan Prod & Ingn Gest, I-90129 Palermo, Italy
关键词
fuzzy sets; genetic algorithm; layout; optimization; robustness;
D O I
10.1007/s10845-005-7025-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The problem of facility layout design is discussed, taking into account the uncertainty of production scenarios and the finite production capacity of the departments. The uncertain production demand is modelled by a fuzzy number, and constrained arithmetic operators are used in order to calculate the fuzzy material handling costs. By using a ranking criterion, the layout that represents the minimum fuzzy cost is selected. A flexible bay structure is adopted as a physical model of the system while an effective genetic algorithm is implemented to search for a near optimal solution in a fuzzy contest. Constraints on the aspect ratio of the departments are taken into account using a penalty function introduced into the fitness function of the genetic algorithm. The efficiency of the genetic algorithm proposed is tested in a deterministic context and the possibility of applying the fuzzy approach to a medium-large layout problem is explored.
引用
收藏
页码:303 / 316
页数:14
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