Optimal Service Time Windows

IF 4.4 2区 工程技术 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Marlin W. Ulmer, Justin C. Goodson, Barrett W. Thomas
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引用次数: 0

Abstract

Because customers must usually arrange their schedules to be present for home services, they desire an accurate estimate of when the service will take place. However, even when firms quote large service time windows, they are often missed, leading to customer dissatisfaction. Wide time windows and frequent failures occur because time windows must be communicated to customers in the face of several uncertainties: future customer requests are unknown, final service plans are not yet determined, and when fulfillment is outsourced to a third party, the firm has limited control over routing procedures and eventual fulfillment times. Even when routing is performed in-house, time windows often do not receive explicit consideration. In this paper, we show how companies can communicate reliable and narrow time windows to customers in the face of arrival time uncertainty when time window decisions are decoupled from routing procedures. Under assumptions on the shape of arrival time distributions, our main result characterizes the optimal policy, identifying structure that reduces a high-dimensional stochastic nonlinear optimization problem to a root-finding problem in one dimension. The result inspires a practice-ready heuristic for the more general case. Relative to the industry standard of communicating uniform time windows to all customers, and to other policies applied in practice, our method of quoting customer-specific time windows yields a substantial increase in customer convenience without sacrificing reliability of service. Our results show that time windows should be tailored to individual customers, time window sizes should be proportional to the service level, larger time windows should be assigned to earlier requests and smaller time windows to later requests, larger time windows should be assigned to customers further from the depot of operation and smaller time windows to closer customers, high quality time windows can be identified even with limited data, and cost savings afforded by routing efficiency should be measured against potential losses to customer convenience.Funding: M. W. Ulmer’s work is funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) Emmy Noether Programme, [project 444657906].Supplemental Material: The e-companion is available at https://doi.org/10.1287/trsc.2023.0004 .
最佳服务时间窗口
由于客户通常必须安排好自己的时间才能参加上门服务,因此他们希望能准确预估服务时间。然而,即使公司报出了较大的服务时间窗口,也经常会错过,导致客户不满。之所以会出现时间窗口过大和经常失败的情况,是因为必须在几个不确定因素面前向客户传达时间窗口:客户未来的要求是未知的,最终的服务计划尚未确定,而且当服务外包给第三方时,公司对路由程序和最终服务时间的控制是有限的。即使在内部进行路由选择时,时间窗口也往往得不到明确的考虑。在本文中,我们展示了当时间窗口决策与路由程序脱钩时,企业如何在到达时间不确定的情况下向客户传达可靠且较窄的时间窗口。在假设到达时间分布形状的情况下,我们的主要结果描述了最优策略的特征,确定了将高维随机非线性优化问题简化为一维寻根问题的结构。这一结果为更一般的情况提供了一个可用于实践的启发式方法。与向所有客户传达统一时间窗口的行业标准以及其他实际应用的政策相比,我们的客户特定时间窗口报价方法在不牺牲服务可靠性的前提下,大大增加了客户便利性。我们的研究结果表明,时间窗口应针对每个客户量身定制,时间窗口的大小应与服务水平成正比,应为较早的请求分配较大的时间窗口,为较晚的请求分配较小的时间窗口,应为距离运营站较远的客户分配较大的时间窗口,为距离较近的客户分配较小的时间窗口,即使数据有限也能识别高质量的时间窗口,路由效率带来的成本节约应与客户便利性的潜在损失进行衡量:M. W. Ulmer 的工作由德国研究基金会 (DFG) 埃米-诺特计划 [项目 444657906] 资助:电子版可在 https://doi.org/10.1287/trsc.2023.0004 上查阅。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Transportation Science
Transportation Science 工程技术-运筹学与管理科学
CiteScore
8.30
自引率
10.90%
发文量
111
审稿时长
12 months
期刊介绍: Transportation Science, published quarterly by INFORMS, is the flagship journal of the Transportation Science and Logistics Society of INFORMS. As the foremost scientific journal in the cross-disciplinary operational research field of transportation analysis, Transportation Science publishes high-quality original contributions and surveys on phenomena associated with all modes of transportation, present and prospective, including mainly all levels of planning, design, economic, operational, and social aspects. Transportation Science focuses primarily on fundamental theories, coupled with observational and experimental studies of transportation and logistics phenomena and processes, mathematical models, advanced methodologies and novel applications in transportation and logistics systems analysis, planning and design. The journal covers a broad range of topics that include vehicular and human traffic flow theories, models and their application to traffic operations and management, strategic, tactical, and operational planning of transportation and logistics systems; performance analysis methods and system design and optimization; theories and analysis methods for network and spatial activity interaction, equilibrium and dynamics; economics of transportation system supply and evaluation; methodologies for analysis of transportation user behavior and the demand for transportation and logistics services. Transportation Science is international in scope, with editors from nations around the globe. The editorial board reflects the diverse interdisciplinary interests of the transportation science and logistics community, with members that hold primary affiliations in engineering (civil, industrial, and aeronautical), physics, economics, applied mathematics, and business.
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