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Due date-oriented picker routing, an efficient exact solution algorithm, and its application to pick-from-store omnichannel retailing

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  • Bock, Stefan
  • Boysen, Nils

Abstract

The advent of e-commerce and omnichannel retailing has sparked renewed interest in picker routing in warehouses. This paper presents two significant methodological advances in this well-established field. First, it is a well-known fact that the parallel-aisle layout of warehouses, as opposed to general graphs, allows for polynomial-time solutions of the Traveling Salesman Problem. We show that the parallel-aisle structure can also be exploited when pickers are tasked with visiting storage positions associated with specific due dates. We establish that picker routing in warehouses, subject to soft due date constraints, is a binary NP-hard problem. We also present an exact branch-and-bound algorithm with pseudo-polynomial time complexity. This algorithm effectively solves instances with up to 60 picking positions and five cross aisles within a few seconds while guaranteeing optimality. Second, for even larger pick lists, we demonstrate the successful integration of our algorithm into a real-time framework. This approach allows us to avoid extended solution times that would otherwise delay the picker’s departure, without compromising the quality of the solution. To illustrate the practical relevance of these two methodological innovations, we apply our routing algorithm to the context of pick-from-store omnichannel retailing. By assigning due dates to critical products, we significantly reduce stockout occurrences for online customers. These stockouts occur when the stock level, initially deemed sufficient to confirm an online order, is depleted by walk-in customers before the picker reaches the relevant shelf.

Suggested Citation

  • Bock, Stefan & Boysen, Nils, 2025. "Due date-oriented picker routing, an efficient exact solution algorithm, and its application to pick-from-store omnichannel retailing," European Journal of Operational Research, Elsevier, vol. 321(3), pages 775-788.
  • Handle: RePEc:eee:ejores:v:321:y:2025:i:3:p:775-788
    DOI: 10.1016/j.ejor.2024.10.015
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    References listed on IDEAS

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    1. MacCarthy, Bart L. & Zhang, Lina & Muyldermans, Luc, 2019. "Best Performance Frontiers for Buy-Online-Pickup-in-Store order fulfilment," International Journal of Production Economics, Elsevier, vol. 211(C), pages 251-264.
    2. Fitzsimons, Gavan J, 2000. "Consumer Response to Stockouts," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 27(2), pages 249-266, September.
    3. Chen, Tzu-Li & Cheng, Chen-Yang & Chen, Yin-Yann & Chan, Li-Kai, 2015. "An efficient hybrid algorithm for integrated order batching, sequencing and routing problem," International Journal of Production Economics, Elsevier, vol. 159(C), pages 158-167.
    4. Masae, Makusee & Glock, Christoph H. & Grosse, Eric H., 2020. "Order picker routing in warehouses: A systematic literature review," International Journal of Production Economics, Elsevier, vol. 224(C).
    5. Makusee Masae & Christoph H. Glock & Panupong Vichitkunakorn, 2020. "Optimal order picker routing in a conventional warehouse with two blocks and arbitrary starting and ending points of a tour," International Journal of Production Research, Taylor & Francis Journals, vol. 58(17), pages 5337-5358, September.
    6. Stefan Bock, 2016. "Finding optimal tour schedules on transportation paths under extended time window constraints," Journal of Scheduling, Springer, vol. 19(5), pages 527-546, October.
    7. Cambazard, Hadrien & Catusse, Nicolas, 2018. "Fixed-parameter algorithms for rectilinear Steiner tree and rectilinear traveling salesman problem in the plane," European Journal of Operational Research, Elsevier, vol. 270(2), pages 419-429.
    8. Yi Yang & Youhua (Frank) Chen & Yun Zhou, 2014. "Coordinating Inventory Control and Pricing Strategies Under Batch Ordering," Operations Research, INFORMS, vol. 62(1), pages 25-37, February.
    9. Julia Wahlen & Timo Gschwind, 2023. "Branch-Price-and-Cut-Based Solution of Order Batching Problems," Transportation Science, INFORMS, vol. 57(3), pages 756-777, May.
    10. Makusee Masae & Christoph H. Glock & Panupong Vichitkunakorn, 2020. "Optimal order picker routing in the chevron warehouse," IISE Transactions, Taylor & Francis Journals, vol. 52(6), pages 665-687, June.
    11. Zulj, I. & Glock, C. H. & Grosse, E. H. & Schneider, Michael, 2018. "Picker routing and storage-assignment strategies for precedence-constrained order picking," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 105391, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    12. Katrin Heßler & Stefan Irnich, 2024. "Exact Solution of the Single-Picker Routing Problem with Scattered Storage," INFORMS Journal on Computing, INFORMS, vol. 36(6), pages 1417-1435, December.
    13. Maximilian Löffler & Nils Boysen & Michael Schneider, 2022. "Picker Routing in AGV-Assisted Order Picking Systems," INFORMS Journal on Computing, INFORMS, vol. 34(1), pages 440-462, January.
    14. de Koster, Rene & Le-Duc, Tho & Roodbergen, Kees Jan, 2007. "Design and control of warehouse order picking: A literature review," European Journal of Operational Research, Elsevier, vol. 182(2), pages 481-501, October.
    15. Boysen, Nils & de Koster, René & Weidinger, Felix, 2019. "Warehousing in the e-commerce era: A survey," European Journal of Operational Research, Elsevier, vol. 277(2), pages 396-411.
    16. Bock, Stefan, 2020. "Optimally solving a versatile Traveling Salesman Problem on tree networks with soft due dates and multiple congestion scenarios," European Journal of Operational Research, Elsevier, vol. 283(3), pages 863-882.
    17. Maximilian Schiffer & Nils Boysen & Patrick S. Klein & Gilbert Laporte & Marco Pavone, 2022. "Optimal Picking Policies in E-Commerce Warehouses," Management Science, INFORMS, vol. 68(10), pages 7497-7517, October.
    18. Xin Chen & Zhan Pang & Limeng Pan, 2014. "Coordinating Inventory Control and Pricing Strategies for Perishable Products," Operations Research, INFORMS, vol. 62(2), pages 284-300, April.
    19. Masae, Makusee & Glock, C. H. & Vichitkunakorn, Panupong, 2020. "Optimal Order Picker Routing in a Conventional Warehouse with Two Blocks and Arbitrary Starting and Ending Points of a Tour," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 118923, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    20. H. Donald Ratliff & Arnon S. Rosenthal, 1983. "Order-Picking in a Rectangular Warehouse: A Solvable Case of the Traveling Salesman Problem," Operations Research, INFORMS, vol. 31(3), pages 507-521, June.
    21. Bock, Stefan, 2015. "Solving the traveling repairman problem on a line with general processing times and deadlines," European Journal of Operational Research, Elsevier, vol. 244(3), pages 690-703.
    22. Roodbergen, Kees Jan & de Koster, Rene, 2001. "Routing order pickers in a warehouse with a middle aisle," European Journal of Operational Research, Elsevier, vol. 133(1), pages 32-43, August.
    23. Su Jia & Jeremy Karp & R. Ravi & Sridhar Tayur, 2022. "Effective Online Order Acceptance Policies for Omnichannel Fulfillment," Manufacturing & Service Operations Management, INFORMS, vol. 24(3), pages 1650-1663, May.
    24. Boysen, Nils & de Koster, René & Weidinger, Felix, 2019. "Warehousing in the e-commerce era: A survey," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 126185, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
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