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Accounting for cost heterogeneity on the demand in the context of a technician dispatching problem

机译:在技术人员调度问题的背景下的需求下占成本异质性

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摘要

In the technician dispatching problem, a given number of repair teams must visit different locations to provide service support. Considering that there is a fixed vehicle capacity and variations in the demand, not all requests can be satisfied on time and therefore some of them must be delayed. Most implementations of the dispatching problem consider a penalty that might vary depending on the customers to internalize that they have heterogeneous costs for being postponed. In this research we analyze how such variations in costs affect the outcome of service planning in the context of an efficient technician dispatching problem. We focus our analysis on two objectives: first, to understand how cost heterogeneity affects the performance of optimal solutions, and second to illustrate how a firm could implement an ad-hoc methodology even in cases where only observable customers' features can be traced. Specifically, we explore how the distribution of costs affects optimal solutions of allocating teams during a daily operation of the service provider, and then we propose a Markovian model to capture cost-heterogeneity for the case where the cost of failure can be traced to observable operational characteristics. In this model we explicitly consider the cost faced by the customer by having inferior service quality. Our results indicate that when customers are sufficiently different, transportation and total penalty costs decrease gaining in operational efficiency. Moreover, results from the Markovian model indicate that firms can take advantage of these operational gains even in cases where only few customer characteristics are observed. (C) 2020 Elsevier B.V. All rights reserved.
机译:在技​​术人员调度问题中,给定数量的维修团队必须访问不同的位置以提供服务支持。考虑到有一种固定的车辆容量和需求的变化,并非所有请求都可以按时满足,因此它们中的一些必须延迟。调度问题的大多数实现都认为罚款可能因客户内化而内化,以便他们具有被推迟的异质成本。在本研究中,我们分析了在高效技术人员调度问题的背景下的成本的结果如何影响服务规划的结果。我们将分析专注于两个目标:首先,了解成本异质性如何影响最佳解决方案的性能,而第二个是为了说明如何在仅可以追溯到可观察客户的特征的情况下如何实现ad-hoc方法。具体而言,我们探讨成本的分配如何在服务提供商的日常运营期间分配团队的最佳解决方案,然后我们提出了一个马尔科维亚模型,以捕获故障成本可以追溯到可观察到的操作的情况下的成本异质性特征。在此模型中,我们通过劣等服务质量明确地考虑客户面临的成本。我们的结果表明,当客户充分不同,运输和总处罚成本在运营效率下降。此外,Markovian模型的结果表明,即使在仅观察到少数客户特性的情况下,公司也可以利用这些操作收益。 (c)2020 Elsevier B.v.保留所有权利。

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