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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 aim...

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Autores principales: Guo, Wenjing, Atasoy, Bilge, van Blokland, Wouter Beelaerts, Negenborn, Rudy R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9035016/
https://www.ncbi.nlm.nih.gov/pubmed/35527775
http://dx.doi.org/10.1007/s10696-021-09428-5
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author Guo, Wenjing
Atasoy, Bilge
van Blokland, Wouter Beelaerts
Negenborn, Rudy R.
author_facet Guo, Wenjing
Atasoy, Bilge
van Blokland, Wouter Beelaerts
Negenborn, Rudy R.
author_sort Guo, Wenjing
collection PubMed
description 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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spelling pubmed-90350162022-05-06 Anticipatory approach for dynamic and stochastic shipment matching in hinterland synchromodal transportation Guo, Wenjing Atasoy, Bilge van Blokland, Wouter Beelaerts Negenborn, Rudy R. Flex Serv Manuf J Article 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. Springer US 2021-08-06 2022 /pmc/articles/PMC9035016/ /pubmed/35527775 http://dx.doi.org/10.1007/s10696-021-09428-5 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Guo, Wenjing
Atasoy, Bilge
van Blokland, Wouter Beelaerts
Negenborn, Rudy R.
Anticipatory approach for dynamic and stochastic shipment matching in hinterland synchromodal transportation
title Anticipatory approach for dynamic and stochastic shipment matching in hinterland synchromodal transportation
title_full Anticipatory approach for dynamic and stochastic shipment matching in hinterland synchromodal transportation
title_fullStr Anticipatory approach for dynamic and stochastic shipment matching in hinterland synchromodal transportation
title_full_unstemmed Anticipatory approach for dynamic and stochastic shipment matching in hinterland synchromodal transportation
title_short Anticipatory approach for dynamic and stochastic shipment matching in hinterland synchromodal transportation
title_sort anticipatory approach for dynamic and stochastic shipment matching in hinterland synchromodal transportation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9035016/
https://www.ncbi.nlm.nih.gov/pubmed/35527775
http://dx.doi.org/10.1007/s10696-021-09428-5
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AT vanbloklandwouterbeelaerts anticipatoryapproachfordynamicandstochasticshipmentmatchinginhinterlandsynchromodaltransportation
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