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A robust optimization approach for the winner determination problem with uncertainty on shipment volumes and carriers’ capacity

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  • Remli, Nabila
  • Amrouss, Amine
  • El Hallaoui, Issmail
  • Rekik, Monia

Abstract

This paper addresses the winner determination problem (WDP) for TL transportation procurement auctions under uncertain shipment volumes and uncertain carriers’ capacity. It extends an existing two-stage robust formulation proposed for the WDP with uncertain shipment volumes. The paper identifies and theoretically validates a number of accelerating strategies to speed up the convergence of a basic constraint generation algorithm proposed in the literature. Experimental results prove the high computational performance of the proposed new algorithm and the relevance of considering uncertainty on the carriers’ capacity when solving the WDP.

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  • Remli, Nabila & Amrouss, Amine & El Hallaoui, Issmail & Rekik, Monia, 2019. "A robust optimization approach for the winner determination problem with uncertainty on shipment volumes and carriers’ capacity," Transportation Research Part B: Methodological, Elsevier, vol. 123(C), pages 127-148.
  • Handle: RePEc:eee:transb:v:123:y:2019:i:c:p:127-148
    DOI: 10.1016/j.trb.2019.03.017
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    References listed on IDEAS

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    1. Lee, Chi-Guhn & Kwon, Roy H. & Ma, Zhong, 2007. "A carrier's optimal bid generation problem in combinatorial auctions for transportation procurement," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 43(2), pages 173-191, March.
    2. Zhang, Bo & Yao, Tao & Friesz, Terry L. & Sun, Yuqi, 2015. "A tractable two-stage robust winner determination model for truckload service procurement via combinatorial auctions," Transportation Research Part B: Methodological, Elsevier, vol. 78(C), pages 16-31.
    3. Song, Jiongjiong & Regan, Amelia, 2005. "Approximation algorithms for the bid construction problem in combinatorial auctions for the procurement of freight transportation contracts," Transportation Research Part B: Methodological, Elsevier, vol. 39(10), pages 914-933, December.
    4. Dimitris Bertsimas & Melvyn Sim, 2004. "The Price of Robustness," Operations Research, INFORMS, vol. 52(1), pages 35-53, February.
    5. Bo Zhang & Hongwei Ding & Hongbo Li & Wei Wang & Tao Yao, 2014. "A Sampling-Based Stochastic Winner Determination Model for Truckload Service Procurement," Networks and Spatial Economics, Springer, vol. 14(2), pages 159-181, June.
    6. Ma, Zhong & Kwon, Roy H. & Lee, Chi-Guhn, 2010. "A stochastic programming winner determination model for truckload procurement under shipment uncertainty," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(1), pages 49-60, January.
    7. Jawad Abrache & Teodor Crainic & Michel Gendreau & Monia Rekik, 2007. "Combinatorial auctions," Annals of Operations Research, Springer, vol. 153(1), pages 131-164, September.
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    Citations

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    Cited by:

    1. Chung‐Yee Lee & Shengnan Shu & Zhou Xu, 2021. "Optimal Global Liner Service Procurement by Utilizing Liner Service Schedules," Production and Operations Management, Production and Operations Management Society, vol. 30(3), pages 703-714, March.
    2. Fang Yang & Yao-Huei Huang, 2021. "An optimization approach for winner determination problem considering transportation cost discounts," Journal of Global Optimization, Springer, vol. 80(3), pages 711-728, July.
    3. Dellbrügge, Marius & Brilka, Tim & Kreuz, Felix & Clausen, Uwe, 2022. "Auction design in strategic freight procurement," Chapters from the Proceedings of the Hamburg International Conference of Logistics (HICL), in: Kersten, Wolfgang & Jahn, Carlos & Blecker, Thorsten & Ringle, Christian M. (ed.), Changing Tides: The New Role of Resilience and Sustainability in Logistics and Supply Chain Management – Innovative Approaches for the Shift to a New , volume 33, pages 295-325, Hamburg University of Technology (TUHH), Institute of Business Logistics and General Management.
    4. Xiaohu Qian & Mingqiang Yin & Felix T. S. Chan & Kai Yue, 2023. "Winner Determination with Sustainable-Flexible Considerations Under Demand Uncertainty in Transportation Service Procurement Auctions," Networks and Spatial Economics, Springer, vol. 23(4), pages 953-984, December.
    5. Lai, Xiaofan & Wu, Lingxiao & Wang, Kai & Wang, Fan, 2022. "Robust ship fleet deployment with shipping revenue management," Transportation Research Part B: Methodological, Elsevier, vol. 161(C), pages 169-196.
    6. Hammami, Farouk & Rekik, Monia & Coelho, Leandro C., 2021. "Exact and hybrid heuristic methods to solve the combinatorial bid construction problem with stochastic prices in truckload transportation services procurement auctions," Transportation Research Part B: Methodological, Elsevier, vol. 149(C), pages 204-229.

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