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Arc routing based compact formulations for picker routing in single and two block parallel aisle warehouses

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  • Saylam, Serhat
  • Çelik, Melih
  • Süral, Haldun

Abstract

Order picking is the most expensive and labor-intensive warehouse activity. The objective of the order picking problem (OPP) is to collect the items on the pick list in a sequence that minimizes the total travel time. While the literature has generally modeled the OPP as a special case of the traveling salesman problem, this paper presents arc routing-based binary integer programming formulations for the OPP in single- and two-block parallel-aisle warehouses, by taking into account the special properties of the graph corresponding to both warehouse layouts. These formulations depend on replacing the subtour elimination constraints with a much smaller number of disconnectivity elimination constraints, which significantly reduces the integrality gap. Our computational experiments show that the proposed formulation solves large instances within significantly short computing times when compared with its counterparts in the literature for single- and two-block parallel-aisle warehouses. The efficiency of these formulations implies that not only can they be used to solve the OPP in a timely manner, but they can also be incorporated into integrated models that consider multiple warehouse decision problems at the operational level. More importantly, when compared to other state-of-the-art formulations, the extensibility of our proposed model makes it an ideal candidate for further research in this field.

Suggested Citation

  • Saylam, Serhat & Çelik, Melih & Süral, Haldun, 2024. "Arc routing based compact formulations for picker routing in single and two block parallel aisle warehouses," European Journal of Operational Research, Elsevier, vol. 313(1), pages 225-240.
  • Handle: RePEc:eee:ejores:v:313:y:2024:i:1:p:225-240
    DOI: 10.1016/j.ejor.2023.08.018
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    References listed on IDEAS

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    1. Thomas Chabot & Rahma Lahyani & Leandro C. Coelho & Jacques Renaud, 2017. "Order picking problems under weight, fragility and category constraints," International Journal of Production Research, Taylor & Francis Journals, vol. 55(21), pages 6361-6379, November.
    2. Katrin Heßler & Stefan Irnich, 2023. "Exact Solution of the Single Picker Routing Problem with Scattered Storage," Working Papers 2303, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
    3. Dijkstra, Arjan S. & Roodbergen, Kees Jan, 2017. "Exact route-length formulas and a storage location assignment heuristic for picker-to-parts warehouses," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 102(C), pages 38-59.
    4. 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.
    5. Su, Yixuan & Zhu, Xi & Yuan, Jinlong & Teo, Kok Lay & Li, Meixia & Li, Chunfa, 2023. "An extensible multi-block layout warehouse routing optimization model," European Journal of Operational Research, Elsevier, vol. 305(1), pages 222-239.
    6. Serhat Saylam & Melih Çelik & Haldun Süral, 2023. "The min–max order picking problem in synchronised dynamic zone-picking systems," International Journal of Production Research, Taylor & Francis Journals, vol. 61(7), pages 2086-2104, April.
    7. André Scholz, 2016. "An Exact Solution Approach to the Single-Picker Routing Problem in Warehouses with an Arbitrary Block Layout," FEMM Working Papers 160006, Otto-von-Guericke University Magdeburg, Faculty of Economics and Management.
    8. 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.
    9. 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.
    10. van Gils, Teun & Caris, An & Ramaekers, Katrien & Braekers, Kris, 2019. "Formulating and solving the integrated batching, routing, and picker scheduling problem in a real-life spare parts warehouse," European Journal of Operational Research, Elsevier, vol. 277(3), pages 814-830.
    11. De Santis, Roberta & Montanari, Roberto & Vignali, Giuseppe & Bottani, Eleonora, 2018. "An adapted ant colony optimization algorithm for the minimization of the travel distance of pickers in manual warehouses," European Journal of Operational Research, Elsevier, vol. 267(1), pages 120-137.
    12. Scholz, André & Henn, Sebastian & Stuhlmann, Meike & Wäscher, Gerhard, 2016. "A new mathematical programming formulation for the Single-Picker Routing Problem," European Journal of Operational Research, Elsevier, vol. 253(1), pages 68-84.
    13. M. Çelik & H. Süral, 2016. "Order picking in a parallel-aisle warehouse with turn penalties," International Journal of Production Research, Taylor & Francis Journals, vol. 54(14), pages 4340-4355, July.
    14. 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.
    15. 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.
    16. 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).
    17. 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.
    18. Atashi Khoei, Arsham & Süral, Haldun & Tural, Mustafa Kemal, 2023. "Energy minimizing order picker forklift routing problem," European Journal of Operational Research, Elsevier, vol. 307(2), pages 604-626.
    19. 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.
    20. Dominik Goeke & Michael Schneider, 2021. "Modeling Single-Picker Routing Problems in Classical and Modern Warehouses," INFORMS Journal on Computing, INFORMS, vol. 33(2), pages 436-451, May.
    21. 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.
    22. Yann Ruberg & André Scholz, 2016. "A Mathematical Programming Formulation for the Single-Picker Routing Problem in a Multi-Block Layout," FEMM Working Papers 160002, Otto-von-Guericke University Magdeburg, Faculty of Economics and Management.
    23. van Gils, Teun & Ramaekers, Katrien & Caris, An & de Koster, René B.M., 2018. "Designing efficient order picking systems by combining planning problems: State-of-the-art classification and review," European Journal of Operational Research, Elsevier, vol. 267(1), pages 1-15.
    24. Theys, Christophe & Bräysy, Olli & Dullaert, Wout & Raa, Birger, 2010. "Using a TSP heuristic for routing order pickers in warehouses," European Journal of Operational Research, Elsevier, vol. 200(3), pages 755-763, February.
    25. Fangyu Chen & Hongwei Wang & Yong Xie & Chao Qi, 2016. "An ACO-based online routing method for multiple order pickers with congestion consideration in warehouse," Journal of Intelligent Manufacturing, Springer, vol. 27(2), pages 389-408, April.
    26. Çelik, Melih & Archetti, Claudia & Süral, Haldun, 2022. "Inventory routing in a warehouse: The storage replenishment routing problem," European Journal of Operational Research, Elsevier, vol. 301(3), pages 1117-1132.
    27. T. S. Vaughan, 1999. "The effect of warehouse cross aisles on order picking efficiency," International Journal of Production Research, Taylor & Francis Journals, vol. 37(4), pages 881-897, March.
    28. Melih Çelik & Haldun Süral, 2019. "Order picking in parallel-aisle warehouses with multiple blocks: complexity and a graph theory-based heuristic," International Journal of Production Research, Taylor & Francis Journals, vol. 57(3), pages 888-906, February.
    29. 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).
    30. Letchford, Adam N. & Nasiri, Saeideh D. & Theis, Dirk Oliver, 2013. "Compact formulations of the Steiner Traveling Salesman Problem and related problems," European Journal of Operational Research, Elsevier, vol. 228(1), pages 83-92.
    31. 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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