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Capacity expansion under a service-level constraint for uncertain demand with lead times

机译:服务水平约束下的容量扩展,用于不确定的提前期需求

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摘要

For a service provider facing stochastic demand growth, expansion lead times and economies of scale complicate the expansion timing and sizing decisions. We formulate a model to minimize the infinite horizon expected discounted expansion cost under a service-level constraint. The service level is defined as the proportion of demand over an expansion cycle that is satisfied by available capacity. For demand that follows a geometric Brownian motion process, we impose a stationary policy under which expansions are triggered by a fixed ratio of demand to the capacity position, i.e., the capacity that will be available when any current expansion project is completed, and each expansion increases capacity by the same proportion. The risk of capacity shortage during a cycle is estimated analytically using the value of an up-and-out partial barrier call option. A cutting plane procedure identifies the optimal values of the two expansion policy parameters simultaneously. Numerical instances illustrate that if demand grows slowly with low volatility and the expansion lead times are short, then it is optimal to delay the start of expansion beyond when demand exceeds the capacity position. Delays in initiating expansions are coupled with larger expansion sizes.
机译:对于面临随机需求增长的服务提供商,扩展提前期和规模经济会使扩展时间和规模决策变得复杂。我们制定了一个模型,以最小化服务水平约束下的无限期预期折现扩展成本。服务级别定义为在可用容量满足的扩展周期内需求的比例。对于遵循几何布朗运动过程的需求,我们实施固定策略,在这种策略下,扩张是由需求与容量位置的固定比率触发的,即,当任何当前的扩张项目完成时,以及每次扩张时将可用的容量按相同比例增加容量。通过使用向上和向外的部分障碍呼叫选项的值,可以分析性地估计周期内容量不足的风险。切割平面程序会同时识别两个扩展策略参数的最佳值。数值实例表明,如果需求缓慢增长且波动性较低,并且扩张提前期很短,那么最好将扩张开始时间推迟到需求超过容量位置时。启动扩展的延迟与较大的扩展大小结合在一起。

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