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Solving the joint order batching and picker routing problem, as a clustered vehicle routing problem

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  • AERTS, Babiche
  • CORNELISSENS, Trijntje
  • SÖRENSEN, Kenneth

Abstract

?The Joint Order Batching and Picker Routing Problem (JOBPRP) is a very promising approach to minimize the order picking travel distance in a picker-to-parts warehouse environment. We show that this JOBPRP can be modelled as a clustered vehicle routing problem (CluVRP) by replacing vehicles by batches, clusters by orders and customers by pick locations. To solve this cluster-based model of the JOBPRP,we implement a two-level Variable Neighborhood Search (2level-VNS) meta-heuristic as used earlier for the CluVRP, and study which adaptations are required to perform e ciently in a warehouse environment. Additionally, we test if the Hausdor? distance used for the CluVRP can serve as a valid clustering criterion for order batching. We implement the Hausdor? distance in two di?erent ways in our batching heuristic, and compare the performance with the cumulative minimal aisles visited-criterion, known as a well-performing batching metric in rectangular warehouses with parallel aisles. Finally, we show that the CluVRP model solved by the 2level-VNS approach performs well compared to state-of-the-art algorithms for the OBP in single-block warehouses. Only a multi-start VNS approach published recently obtains slightly be?er solutions. Concerning the Hausdor? distance, we must conclude that in most experiments the minimum-aisles criterion retains a be?er ?t in this warehouse context.

Suggested Citation

  • AERTS, Babiche & CORNELISSENS, Trijntje & SÖRENSEN, Kenneth, 2020. "Solving the joint order batching and picker routing problem, as a clustered vehicle routing problem," Working Papers 2020003, University of Antwerp, Faculty of Business and Economics.
  • Handle: RePEc:ant:wpaper:2020003
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    1. Henn, Sebastian & Wäscher, Gerhard, 2012. "Tabu search heuristics for the order batching problem in manual order picking systems," European Journal of Operational Research, Elsevier, vol. 222(3), pages 484-494.
    2. 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.
    3. Valle, Cristiano Arbex & Beasley, John E. & da Cunha, Alexandre Salles, 2017. "Optimally solving the joint order batching and picker routing problem," European Journal of Operational Research, Elsevier, vol. 262(3), pages 817-834.
    4. 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.
    5. 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.
    6. A. Scholz & G. Wäscher, 2017. "Order Batching and Picker Routing in manual order picking systems: the benefits of integrated routing," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 25(2), pages 491-520, June.
    7. Briant, Olivier & Cambazard, Hadrien & Cattaruzza, Diego & Catusse, Nicolas & Ladier, Anne-Laure & Ogier, Maxime, 2020. "An efficient and general approach for the joint order batching and picker routing problem," European Journal of Operational Research, Elsevier, vol. 285(2), pages 497-512.
    8. Gibson, David R. & Sharp, Gunter P., 1992. "Order batching procedures," European Journal of Operational Research, Elsevier, vol. 58(1), pages 57-67, April.
    9. Hintsch, Timo & Irnich, Stefan, 2020. "Exact solution of the soft-clustered vehicle-routing problem," European Journal of Operational Research, Elsevier, vol. 280(1), pages 164-178.
    10. Yu, Mengfei & de Koster, René B.M., 2009. "The impact of order batching and picking area zoning on order picking system performance," European Journal of Operational Research, Elsevier, vol. 198(2), pages 480-490, October.
    11. Maria Albareda-Sambola & Antonio Alonso-Ayuso & Elisenda Molina & Clara Simón De Blas, 2009. "Variable Neighborhood Search For Order Batching In A Warehouse," Asia-Pacific Journal of Operational Research (APJOR), World Scientific Publishing Co. Pte. Ltd., vol. 26(05), pages 655-683.
    12. van Gils, Teun & Ramaekers, Katrien & Braekers, Kris & Depaire, Benoît & Caris, An, 2018. "Increasing order picking efficiency by integrating storage, batching, zone picking, and routing policy decisions," International Journal of Production Economics, Elsevier, vol. 197(C), pages 243-261.
    13. DEFRYN, Christof & SÖRENSEN, Kenneth, 2015. "A two-level variable neighbourhood search for the Euclidean clustered vehicle routing problem," Working Papers 2015002, University of Antwerp, Faculty of Business and Economics.
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