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Achieving a Long-Term Service Target with Periodic Demand Signals: A News vendor Framework

机译:通过周期性的需求信号实现长期服务目标:新闻供应商框架

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We deal with the problem of a profit-maximizing vendor selling a perishable product. At the beginning of a planning cycle, the vendor determines a minimum committed order per period. During the cycle, he may also place a supplemental order in each period based on the observed demand signal in that period. Moreover, the vendor is committed to a specific service target evaluated over the planning cycle. This is a complex problem, and we, as an approximation, offer a single-period, two-stage modeling approach. Under this approach, the vendor determines a first-stage order as the minimum committed order with the possibility of supplementing it based on a demand signal observed at the second stage. The problem is to maximize his expected profit subject to a constraint on his overall service performance across all possible values of the demand signal. We characterize the optimal policy for in-stock rate and fill-rate targets, and make comparisons. Whereas in the classical newsvendor model a service target can be replaced by a single unit shortage cost, it is not so in our model. Instead, a set of unit shortage costs are imputed-one for each demand signal. The imputed shortage costs reflect trade-offs among the profits under different demand signals in meeting the service targets. We also show that under a given ordering policy, the in-stock rate is lower (higher) than the fill rate when the demand has an increasing (decreasing) hazard rate. This result suggests that the vendor can infer a fill-rate measure from the corresponding in-stock rate without the difficult task of tracking lost sales. Furthermore, we analyze how the order quantity varies according to the observed signal, which allows us to formalize the notion of a valuable demand signal.
机译:我们处理销售易腐产品的利润最大化的供应商的问题。在计划周期开始时,供应商确定每个期间的最小承诺订单。在周期中,他还可以根据每个时段内观察到的需求信号在每个时段下达补充订单。此外,供应商致力于在计划周期内评估的特定服务目标。这是一个复杂的问题,我们近似地提供了一种单周期,两阶段建模方法。在这种方法下,卖方根据在第二阶段观察到的需求信号,将第一阶段订单确定为最小承诺订单,并有可能对其进行补充。问题是要在期望信号的所有可能值上限制其整体服务性能的前提下最大化其预期利润。我们针对库存率和填充率目标描述了最佳策略,并进行了比较。在传统的新闻供应商模型中,服务目标可以用单个单位短缺成本来代替,但在我们的模型中却并非如此。取而代之的是,为每个需求信号估算一套单位短缺成本。估算的短缺成本反映了在满足服务目标时,不同需求信号下利润之间的权衡。我们还表明,在给定的订购策略下,当需求的危险率增加(降低)时,库存率低于(较高)填充率。该结果表明,卖方可以从相应的库存率中推断出一个填充率度量,而无需执行跟踪销售损失的艰巨任务。此外,我们分析定单数量如何根据所观察到的信号而变化,这使我们可以形式化有价值的需求信号的概念。

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