Optimization of total inventory cost and order fill rate in a supply chain using PSO

被引:28
|
作者
Park, KyoungJong [1 ]
Kyung, Gyouhyung [2 ]
机构
[1] Gwangju Univ, Kwangju 503703, South Korea
[2] UNIST, Ulsan, South Korea
关键词
Information quality level; Initial inventory; Initial conditions; Particle swarm optimization; IMPACT; SIMULATION; POLICY; TIME;
D O I
10.1007/s00170-013-5399-6
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a method to optimize both the total cost and order fill rates in a supply chain using the particle swarm optimization (PSO) method. This method automatically adjusts the initial inventory levels of all tiers involved in a supply chain by considering information quality level (IQL), which is determined by the degree of availability of lead time history data. Analyses of variance are used to examine if there are any effects of IQL on the total cost and order fill rates. The results show that the proposed method finds better solutions which provide a lower inventory level while maintaining higher order fill rates than when PSO is not applied.
引用
收藏
页码:1533 / 1541
页数:9
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