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Evaluating the benefits of picking and packing planning integration in e-commerce warehouses

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  • Zhong, Shuya
  • Giannikas, Vaggelis
  • Merino, Jorge
  • McFarlane, Duncan
  • Cheng, Jun
  • Shao, Wei

Abstract

Motivated by recent claims on the potential value of integration in warehouse management, this study evaluates the benefits arising from integrating the planning of order picking and packing processes in e-commerce warehouses. A set of research questions are proposed for exploring various benefits under different operational conditions and an experimental study is designed to answer them. In order to have a concrete model to represent the integrated planning method, a mixed-integer nonlinear programming model is developed, and then compared against a non-integrated variation. The experimental study makes the comparisons by analysing the collected empirical data from a real-life warehouse. Our findings indicate that integrated picking and packing planning can yield improved performance in different aspects under different configurations of objectives, order quantities, order categories or workforce allocation.

Suggested Citation

  • Zhong, Shuya & Giannikas, Vaggelis & Merino, Jorge & McFarlane, Duncan & Cheng, Jun & Shao, Wei, 2022. "Evaluating the benefits of picking and packing planning integration in e-commerce warehouses," European Journal of Operational Research, Elsevier, vol. 301(1), pages 67-81.
    • Handle: RePEc:eee:ejores:v:301:y:2022:i:1:p:67-81
    DOI: 10.1016/j.ejor.2021.09.031
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    as
    1. Žulj, Ivan & Kramer, Sergej & Schneider, Michael, 2018. "A hybrid of adaptive large neighborhood search and tabu search for the order-batching problem," European Journal of Operational Research, Elsevier, vol. 264(2), pages 653-664.
    2. Scholz, André & Schubert, Daniel & Wäscher, Gerhard, 2017. "Order picking with multiple pickers and due dates – Simultaneous solution of Order Batching, Batch Assignment and Sequencing, and Picker Routing Problems," European Journal of Operational Research, Elsevier, vol. 263(2), pages 461-478.
    3. Mathias A. Klapp & Alan L. Erera & Alejandro Toriello, 2018. "The One-Dimensional Dynamic Dispatch Waves Problem," Transportation Science, INFORMS, vol. 52(2), pages 402-415, March.
    4. Tappia, Elena & Roy, Debjit & Melacini, Marco & De Koster, René, 2019. "Integrated storage-order picking systems: Technology, performance models, and design insights," European Journal of Operational Research, Elsevier, vol. 274(3), pages 947-965.
    5. Kübler, Patrick & Glock, C. H. & Bauernhansl, Thomas, 2020. "A new iterative method for solving the joint dynamic storage location assignment, order batching and picker routing problem in manual picker-to-parts warehouses," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 122325, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    6. Jérémie Gallien & Théophane Weber, 2010. "To Wave or Not to Wave? Order Release Policies for Warehouses with an Automated Sorter," Manufacturing & Service Operations Management, INFORMS, vol. 12(4), pages 642-662, September.
    7. Ardjmand, Ehsan & Shakeri, Heman & Singh, Manjeet & Sanei Bajgiran, Omid, 2018. "Minimizing order picking makespan with multiple pickers in a wave picking warehouse," International Journal of Production Economics, Elsevier, vol. 206(C), pages 169-183.
    8. Martina Calzavara & Christoph H. Glock & Eric H. Grosse & Fabio Sgarbossa, 2019. "An integrated storage assignment method for manual order picking warehouses considering cost, workload and posture," International Journal of Production Research, Taylor & Francis Journals, vol. 57(8), pages 2392-2408, April.
    9. Boysen, Nils & Fedtke, Stefan & Weidinger, Felix, 2018. "Optimizing automated sorting in warehouses: The minimum order spread sequencing problem," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 126183, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    10. Zhang, Jun & Wang, Xuping & Huang, Kai, 2018. "On-line scheduling of order picking and delivery with multiple zones and limited vehicle capacity," Omega, Elsevier, vol. 79(C), pages 104-115.
    11. Xie, Lin & Thieme, Nils & Krenzler, Ruslan & Li, Hanyi, 2021. "Introducing split orders and optimizing operational policies in robotic mobile fulfillment systems," European Journal of Operational Research, Elsevier, vol. 288(1), pages 80-97.
    12. C.K.M. Lee & Yaqiong Lv & K.K.H. Ng & William Ho & K.L. Choy, 2018. "Design and application of Internet of things-based warehouse management system for smart logistics," International Journal of Production Research, Taylor & Francis Journals, vol. 56(8), pages 2753-2768, April.
    13. Eric H. Grosse & Christoph H. Glock & W. Patrick Neumann, 2017. "Human factors in order picking: a content analysis of the literature," International Journal of Production Research, Taylor & Francis Journals, vol. 55(5), pages 1260-1276, March.
    14. Timothy Sprock & Conrad Bock & Leon F. McGinnis, 2019. "Survey and classification of operational control problems in discrete event logistics systems (DELS)," International Journal of Production Research, Taylor & Francis Journals, vol. 57(15-16), pages 5215-5238, August.
    15. Zhang, Jun & Liu, Feng & Tang, Jiafu & Li, Yanhui, 2019. "The online integrated order picking and delivery considering Pickers’ learning effects for an O2O community supermarket," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 123(C), pages 180-199.
    16. Difrancesco, Rita Maria & van Schilt, Isabelle M. & Winkenbach, Matthias, 2021. "Optimal in-store fulfillment policies for online orders in an omni-channel retail environment," European Journal of Operational Research, Elsevier, vol. 293(3), pages 1058-1076.
    17. Boysen, Nils & Stephan, Konrad & Weidinger, Felix, 2019. "Manual order consolidation with put walls: the batched order bin sequencing problem," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 126187, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    18. Giannikas, Vaggelis & Lu, Wenrong & Robertson, Brian & McFarlane, Duncan, 2017. "An interventionist strategy for warehouse order picking: Evidence from two case studies," International Journal of Production Economics, Elsevier, vol. 189(C), pages 63-76.
    19. Stef Moons & Katrien Ramaekers & An Caris & Yasemin Arda, 2018. "Integration of order picking and vehicle routing in a B2C e-commerce context," Flexible Services and Manufacturing Journal, Springer, vol. 30(4), pages 813-843, December.
    20. Behnam Bahrami & El-Houssaine Aghezzaf & Veronique Limère, 2019. "Enhancing the order picking process through a new storage assignment strategy in forward-reserve area," International Journal of Production Research, Taylor & Francis Journals, vol. 57(21), pages 6593-6614, November.
    21. 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.
    22. Nils Boysen & Konrad Stephan & Felix Weidinger, 2019. "Manual order consolidation with put walls: the batched order bin sequencing problem," EURO Journal on Transportation and Logistics, Springer;EURO - The Association of European Operational Research Societies, vol. 8(2), pages 169-193, June.
    23. Sevilay Onal & Jingran Zhang & Sanchoy Das, 2017. "Modelling and performance evaluation of explosive storage policies in internet fulfilment warehouses," International Journal of Production Research, Taylor & Francis Journals, vol. 55(20), pages 5902-5915, October.
    24. Mirzaei, Masoud & Zaerpour, Nima & de Koster, René, 2021. "The impact of integrated cluster-based storage allocation on parts-to-picker warehouse performance," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 146(C).
    25. Calzavara, M. & Glock, C. H. & Grosse, E. H. & Sgarbossa, F., 2019. "An integrated storage assignment method for manual order picking warehouses considering cost, workload and posture," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 107009, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    26. 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.
    27. Boysen, Nils & Fedtke, Stefan & Weidinger, Felix, 2018. "Optimizing automated sorting in warehouses: The minimum order spread sequencing problem," European Journal of Operational Research, Elsevier, vol. 270(1), pages 386-400.
    28. 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.
    29. Hong, Soondo & Kim, Youngjoo, 2017. "A route-selecting order batching model with the S-shape routes in a parallel-aisle order picking system," European Journal of Operational Research, Elsevier, vol. 257(1), pages 185-196.
    30. Klapp, Mathias A. & Erera, Alan L. & Toriello, Alejandro, 2018. "The Dynamic Dispatch Waves Problem for same-day delivery," European Journal of Operational Research, Elsevier, vol. 271(2), pages 519-534.
    31. 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).
    32. Erdem Çeven & Kevin R. Gue, 2017. "Optimal Wave Release Times for Order Fulfillment Systems with Deadlines," Transportation Science, INFORMS, vol. 51(1), pages 52-66, February.
    33. 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).
    34. Claeys, Dieter & Adan, Ivo & Boxma, Onno, 2016. "Stochastic bounds for order flow times in parts-to-picker warehouses with remotely located order-picking workstations," European Journal of Operational Research, Elsevier, vol. 254(3), pages 895-906.
    35. Elbert, R. & Franzke, T. & Glock, C. H. & Grosse, E. H., 2017. "The effects of human behavior on the efficiency of routing policies in order picking: the case of route deviations," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 84508, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    36. Matusiak, Marek & de Koster, René & Saarinen, Jari, 2017. "Utilizing individual picker skills to improve order batching in a warehouse," European Journal of Operational Research, Elsevier, vol. 263(3), pages 888-899.
    37. Peng Yang & Zhijie Zhao & Zuo-Jun Max Shen, 2021. "A flow picking system for order fulfillment in e-commerce warehouses," IISE Transactions, Taylor & Francis Journals, vol. 53(5), pages 541-551, May.
    38. 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.
    39. Yang, Peng & Zhao, Zhijie & Guo, Huijie, 2020. "Order batch picking optimization under different storage scenarios for e-commerce warehouses," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 136(C).
    40. van Gils, Teun & Caris, An & Ramaekers, Katrien & Braekers, Kris & de Koster, René B.M., 2019. "Designing efficient order picking systems: The effect of real-life features on the relationship among planning problems," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 125(C), pages 47-73.
    41. 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.
    42. Daria Battini & Martina Calzavara & Alessandro Persona & Fabio Sgarbossa, 2015. "Order picking system design: the storage assignment and travel distance estimation (SA&TDE) joint method," International Journal of Production Research, Taylor & Francis Journals, vol. 53(4), pages 1077-1093, February.
    43. Jianbin Li & Rihuan Huang & James B. Dai, 2017. "Joint optimisation of order batching and picker routing in the online retailer’s warehouse in China," International Journal of Production Research, Taylor & Francis Journals, vol. 55(2), pages 447-461, January.
    44. Grosse, E. H. & Glock, C. H. & Neumann, W. P., 2017. "Human factors in order picking: a content analysis of the literature," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 80630, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
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