腹地同步联运中动态和随机装运匹配的预测方法。

IF 2.5 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Flexible Services and Manufacturing Journal Pub Date : 2022-01-01 Epub Date: 2021-08-06 DOI:10.1007/s10696-021-09428-5
Wenjing Guo, Bilge Atasoy, Wouter Beelaerts van Blokland, Rudy R Negenborn
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引用次数: 0

摘要

本文研究了腹地同步多式联运中网络运营商面临的动态和随机装运匹配问题。我们考虑了一个平台,该平台接收来自托运人的合同和现货装运请求,并接收来自承运人的多式联运服务。该平台的目标是在现货请求不确定的情况下,在有限期限内提供装运请求与多式联运服务之间的最佳匹配。由于多式联运服务的容量限制,为当前请求做出的匹配决策将影响为未来请求做出良好匹配的能力。为解决这一问题,本文提出了一种预期方法,该方法由处理动态事件的滚动视界框架、处理不确定性的样本平均近似法和在每个决策时间点生成解决方案的渐进对冲算法组成。与实践中常用的贪婪法相比,预期法在现实情况下的总成本节约率高达 8.18%。实验结果凸显了将随机信息纳入同步匹配系统动态决策过程的好处。
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Anticipatory approach for dynamic and stochastic shipment matching in hinterland synchromodal transportation.

This paper investigates a dynamic and stochastic shipment matching problem faced by network operators in hinterland synchromodal transportation. We consider a platform that receives contractual and spot shipment requests from shippers, and receives multimodal services from carriers. The platform aims to provide optimal matches between shipment requests and multimodal services within a finite horizon under spot request uncertainty. Due to the capacity limitation of multimodal services, the matching decisions made for current requests will affect the ability to make good matches for future requests. To solve the problem, this paper proposes an anticipatory approach which consists of a rolling horizon framework that handles dynamic events, a sample average approximation method that addresses uncertainties, and a progressive hedging algorithm that generates solutions at each decision epoch. Compared with the greedy approach which is commonly used in practice, the anticipatory approach has total cost savings up to 8.18% under realistic instances. The experimental results highlight the benefits of incorporating stochastic information in dynamic decision making processes of the synchromodal matching system.

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来源期刊
Flexible Services and Manufacturing Journal
Flexible Services and Manufacturing Journal ENGINEERING, MANUFACTURING-OPERATIONS RESEARCH & MANAGEMENT SCIENCE
CiteScore
5.60
自引率
7.40%
发文量
41
审稿时长
>12 weeks
期刊介绍: The mission of the Flexible Services and Manufacturing Journal, formerly known as the International Journal of Flexible Manufacturing Systems, is to publish original, high-quality research papers in the field of services and manufacturing management. All aspects in this field including the interface between engineering and management, the design and analysis of service and manufacturing systems as well as operational planning and decision support are covered. The journal seeks papers that have a clear focus on the applicability in the real business world including all kinds of services and manufacturing industries, e.g. in logistics, transportation, health care, manufacturing-based services, production planning and control, and supply chain management. Flexibility should be understood in its widest sense as a system’s ability to respond to changes in the environment through improved decision making and business development procedures and enabling IT solutions.
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