报贩网络:库存管理和可自由支配活动的能力投资

J. V. Mieghem, N. Rudi
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引用次数: 250

摘要

我们介绍了一类模型,称为新闻供应商网络,它允许多个产品和多个处理和存储点,并研究它们的单周期属性如何扩展到动态设置。这些模型提供了一个简洁的框架来研究随机产能投资和库存管理的各种问题,包括装配、通用性、分配、灵活性、替代和转运。报贩网络是具有追索权的随机模型,其特征是线性收入和成本结构以及线性投入产出转换。虽然产能和库存决定在不确定性解决之前就已确定,但一些管理自由裁量权仍然通过事后投入产出活动决定。事后决定既包括活动的选择,也包括活动的级别,可以产生微妙的好处。这种选择的自由裁量权是通过替代或“非基本”活动获得的,这些活动可以重新部署投入和资源,以最好地响应已解决的不确定事件。非基本活动永远不会在确定性环境中使用;它们的价值源于满足随机需求偏离工作点的自由裁量灵活性。最优的产能和库存决策平衡了过剩和不足。继续经典的报贩类比,最优平衡条件可以解释为指定多元需求分布的多个“关键点”;他们还建议适当的措施和产品服务水平之间的权衡。本文证明了在合理条件下,最优报贩网络解的性质扩展到动态环境。事实上,我们建立了库存和容量政策的动态最优的损失销售情况。根据非基本活动,这也扩展到延期订购的情况。基于分析和仿真的解决方案技术和图形解释被提出,并通过一个综合的例子来说明,该例子具有可自由支配的输入共性和灵活的处理资源。
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Newsvendor Networks: Inventory Management and Capacity Investment with Discretionary Activities
We introduce a class of models, callednewsvendor networks, that allow for multiple products and multiple processing and storage points and investigate how their single-period properties extend to dynamic settings. Such models provide a parsimonious framework to study various problems of stochastic capacity investment and inventory management, including assembly, commonality, distribution, flexibility, substitution and transshipment. Newsvendor networks are stochastic models with recourse that are characterized by linear revenue and cost structures and a linear input-output transformation. While capacity and inventory decisions are locked in before uncertainty is resolved, some managerial discretion remains via ex-post input-output activity decisions. Ex-post decisions involve both the choice of activities and their levels and can result in subtle benefits. This discretion in choice is captured through alternate or "nonbasic" activities that can redeploy inputs and resources to best respond to resolved uncertain events. Nonbasic activities are never used in a deterministic environment; their value stems from discretionary flexibility to meet stochastic demand deviations from the operating point.The optimal capacity and inventory decisions balance overages with underages. Continuing the classic newsvendor analogy, the optimal balancing conditions can be interpreted as specifying multiple "critical fractiles" of the multivariate demand distribution; they also suggest appropriate measures for and trade-offs between product service levels. This paper shows that the properties of optimal newsvendor network solutions extend to a dynamic setting under plausible conditions. Indeed, we establish dynamic optimality of inventory and capacity policies for the lost sales case. Depending on the nonbasic activities, this also extends to the backordering case. Analytic- and simulation-based solution techniques and graphical interpretations are presented and illustrated by a comprehensive example that features discretionary input commonality and a flexible processing resource.
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