Worm optimization for the multiple level warehouse layout problem

被引:6
|
作者
Arnaout, Jean-Paul [1 ]
机构
[1] Gulf Univ Sci & Technol, Dept Business Adm, West Mishref, Kuwait
关键词
Multiple level warehouse layout problem; Worm optimization; Ant colony optimization; Genetic algorithm; Branch and bound; GENETIC ALGORITHM; LOCATION; DESIGN; SIMULATION; BEHAVIOR; HUB;
D O I
10.1007/s10479-017-2683-0
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, the NP-complete multiple level warehouse layout problem is addressed. The problem consists of assigning items to cells and levels with the objective of minimizing transportation costs. A worm optimization algorithm (WO) is introduced, based on the foraging behaviors of Caenorhabditis elegans (Worms), and its performance was assessed by comparing with a genetic algorithm (GA), ant colony optimization (ACO), and an exact solution (B&B) for small problems. The computational results reflected the superiority of WO in large problems, with a marginally better performance than ACO and GA in smaller ones, while solving the tested problems within a reasonable computational time. Furthermore, WO was able to attain most of the known optimal solutions.
引用
收藏
页码:29 / 51
页数:23
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