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Exact methods for single-item capacitated lot sizing problem with alternative machines and piece-wise linear production costs

机译:替代机器和分段线性生产成本的单项容量批量问题的精确方法

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摘要

In this paper, we study a special case of the capacitated lot sizing problem (CLSP), where alternative machines are used for the production of a single-item. The production cost on each machine is assumed to be piece-wise linear with discontinuous steps (step-wise costs). The over-produced finished products can be stored in an unlimited storage space to satisfy future demand. The aim is to achieve optimal production planning without backlogging. This problem can be seen as an integration of production and transportation activities in a multi-plant supply chain structure, where finished goods are sent directly from the plants to the distribution center using capacitated vehicles. For this problem, which we show to be NP-hard, we propose an exact pseudo-polynomial dynamic programming algorithm which makes it NP-hard in the ordinary sense. We also give three mixed integer linear programming (MILP) formulations that we have found in the literature for the simplest case of the CLSP. These formulations are adapted to the multi-machine case with a step-wise cost structure, to which some valid inequalities have been added to improve their efficiency. We then compare the computational time of the dynamic program to that of one MILP which we selected among MILP formulations based on its lower computational time and its lower and upper bound quality.
机译:在本文中,我们研究了容量分配问题(CLSP)的特殊情况,其中替代机器用于生产单件物品。假定每台机器的生产成本是分段线性的,具有不连续的步骤(逐步成本)。过量生产的成品可以存储在无限的存储空间中,以满足未来的需求。目的是在不积压的情况下实现最佳生产计划。这个问题可以看作是多工厂供应链结构中的生产和运输活动的整合,在这种结构中,成品是使用载人车辆直接从工厂发送到配送中心的。对于这个问题,我们证明它是NP难的,我们提出了一种精确的伪多项式动态规划算法,使它在一般意义上成为NP难的。对于CLSP最简单的情况,我们还提供了三种混合整数线性规划(MILP)公式,这些公式已在文献中找到。这些公式适用于具有逐步成本结构的多机情况,并在其中添加了一些有效的不等式以提高其效率。然后,我们将动态程序的计算时间与在MILP公式中根据其较低的计算时间以及其上下限质量选择的一种MILP的计算时间进行比较。

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