Material handling tools for a discrete manufacturing system: A comparison of optimization and simulation

Yanting Ni, Frank Werner
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Abstract

The improvement of the performance of material handling tools (MHTs) and the work in process (WIP) in a discrete manufacturing system have a great importance for increasing the efficiency of the production. To this end, the dynamic status of MHTs is analyzed in this paper. A Markov decision process (MDP) is used to model the MHT problems. The quantified relationships between MHTs and WIP will be discussed within the CONWIP (constant WIP) and Little's law methodologies. A dynamic programming (DP) based algorithm is developed to determine a solution for the MDP model. To reduce the computational complexity of the DP algorithm, an appropriate modification is introduced. Computational experiments are conducted in a discrete semiconductor factory and the proposed MDP+DP method is compared with simulation. The computational results show that the developed method produces rather good feasible solutions.
离散制造系统的物料搬运工具:优化与仿真的比较
离散制造系统中物料搬运工具和在制品性能的改进对提高生产效率具有重要意义。为此,本文对MHTs的动态状态进行了分析。利用马尔可夫决策过程(MDP)对MHT问题进行建模。MHTs和在制品之间的量化关系将在CONWIP(恒定在制品)和利特尔定律方法中讨论。提出了一种基于动态规划(DP)的算法来求解MDP模型。为了降低DP算法的计算复杂度,对算法进行了适当的修改。在离散半导体工厂中进行了计算实验,并将所提出的MDP+DP方法与仿真进行了比较。计算结果表明,该方法能得到较好的可行解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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