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Storage systems’ impact on order picking time: An empirical economic analysis of flow-rack storage systems

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Listed:
  • Loske, Dominic
  • Klumpp, Matthias
  • Grosse, Eric H.
  • Modica, Tiziana
  • Glock, Christoph H.

Abstract

Manual order picking (OP) is still the predominant warehousing system in brick-and-mortar grocery retailing, making human workers an integral part of operations. Besides human capabilities, the storage system design was found to impact performance, quality, and worker well-being as the major outcomes of OP systems. In warehousing practice, full-pallet storage systems and high-density flow-rack storage systems are often used in parallel within the same warehouse. However, empirical performance comparisons simultaneously considering picking and replenishment processes are largely missing for such systems. We aspire to close this research gap by empirically examining the economic impact of a high-density flow-rack storage system in which 28 different items are stored in a storage location with the ground floor size of three full pallets. The flow-rack storage system is designed with a slight slope, such that items automatically roll to the front to ensure a first-in-first-out product flow. We apply a parametric log-logistic accelerated failure time model where log-transformed picking time is the dependent variable. Using real-world data containing 2,357,976 picks performed by 192 order pickers in a German grocery warehouse, we find that the high-density flow-rack storage system accelerates the OP process by up to 4.60%, reducing the important performance indicator of picking time. In terms of replenishments, our findings indicate that replenishment processes are decelerated by 38,65% compared to normal pallet-sized rack storage places. Assuming identical labor costs for all warehouse tasks, we finally derive an optimal economic replenishment quantity per storage location in high-density flow-rack storage.

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  • Loske, Dominic & Klumpp, Matthias & Grosse, Eric H. & Modica, Tiziana & Glock, Christoph H., 2023. "Storage systems’ impact on order picking time: An empirical economic analysis of flow-rack storage systems," International Journal of Production Economics, Elsevier, vol. 261(C).
  • Handle: RePEc:eee:proeco:v:261:y:2023:i:c:s0925527323001196
    DOI: 10.1016/j.ijpe.2023.108887
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    References listed on IDEAS

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    1. Glock, C. H. & Grosse, E. H. & Jaber, M. Y. & Smunt, T. L., 2019. "Applications of learning curves in production and operations management: A systematic literature review," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 115512, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    2. Christoph H. Glock & Eric H. Grosse & Ralf M. Elbert & Torsten Franzke, 2017. "Maverick picking: the impact of modifications in work schedules on manual order picking processes," International Journal of Production Research, Taylor & Francis Journals, vol. 55(21), pages 6344-6360, November.
    3. Winkelhaus, S. & Sgarbossa, F. & Calzavara, M. & Grosse, E. H., 2018. "The effects of human fatigue on learning in order picking - an explorative experimental investigation," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 107345, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    4. Sgarbossa, F. & Glock, C. H. & Grosse, E. H. & Calzavara, M. & de Koster, René, 2022. "The impact of monetary incentives and regulatory focus on worker productivity and learning in order picking," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 134450, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    5. I. Kudelska & G. Pawłowski, 2020. "Influence of assortment allocation management in the warehouse on the human workload," 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. 28(2), pages 779-795, June.
    6. 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.
    7. 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.
    8. 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.
    9. Calzavara, M. & Glock, C. H. & Grosse, E. H. & Persona, A. & Sgarbossa, F., 2017. "Analysis of economic and ergonomic performance measures of different rack layouts in an order picking warehouse," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 82127, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    10. Grosse, E. H. & Glock, C. H. & Jaber, M. Y., 2013. "The effect of worker learning and forgetting on storage reassignment decisions in order picking systems," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 62648, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    11. 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).
    12. 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.
    13. Grosse, E. H. & Glock, C. H., 2015. "The effect of worker learning on manual order picking processes," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 69316, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    14. Glock, C. H. & Grosse, E. H. & Jaber, M. Y. & Smunt, T. L., 2019. "Applications of learning curves in production and operations management: A systematic literature review," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 115511, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    15. 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.
    16. Dyckhoff, Harald, 1990. "A typology of cutting and packing problems," European Journal of Operational Research, Elsevier, vol. 44(2), pages 145-159, January.
    17. Diefenbach, Heiko & Glock, C. H., 2019. "Ergonomic and economic optimization of layout and item assignment of a U-shaped order picking zone," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 117196, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    18. 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).
    19. Grosse, E. H. & Glock, C. H., 2013. "An experimental investigation of learning effects in order picking systems," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 58990, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    20. Grosse, E. H. & Glock, C. H. & Jaber, M. Y. & Neumann, W. P., 2015. "Incorporating human factors in order picking planning models: framework and research opportunities," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 65237, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    21. Winkelhaus, S. & Sgarbossa, F. & Calzavara, M. & Grosse, E. H., 2018. "The effects of human fatigue on learning in order picking: an explorative experimental investigation," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 105506, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    22. Glock, C. H. & Grosse, E. H. & Abedinnia, Hamid & Emde, Simon, 2019. "An integrated model to improve ergonomic and economic performance in order picking by rotating pallets," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 106923, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    23. Eric H. Grosse & Christoph H. Glock & Mohamad Y. Jaber & W. Patrick Neumann, 2015. "Incorporating human factors in order picking planning models: framework and research opportunities," International Journal of Production Research, Taylor & Francis Journals, vol. 53(3), pages 695-717, February.
    24. Gu, Jinxiang & Goetschalckx, Marc & McGinnis, Leon F., 2010. "Research on warehouse design and performance evaluation: A comprehensive review," European Journal of Operational Research, Elsevier, vol. 203(3), pages 539-549, June.
    25. Christoph H. Glock & Eric H. Grosse & W. Patrick Neumann & Andrew Feldman, 2021. "Assistive devices for manual materials handling in warehouses: a systematic literature review," International Journal of Production Research, Taylor & Francis Journals, vol. 59(11), pages 3446-3469, June.
    26. Robert J. Batt & Santiago Gallino, 2019. "Finding a Needle in a Haystack: The Effects of Searching and Learning on Pick-Worker Performance," Management Science, INFORMS, vol. 67(6), pages 2624-2645, June.
    27. 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.
    28. Baker, Peter & Canessa, Marco, 2009. "Warehouse design: A structured approach," European Journal of Operational Research, Elsevier, vol. 193(2), pages 425-436, March.
    29. Boysen, Nils & de Koster, René & Füßler, David, 2021. "The forgotten sons: Warehousing systems for brick-and-mortar retail chains," European Journal of Operational Research, Elsevier, vol. 288(2), pages 361-381.
    30. Glock, C. H. & Grosse, E. H. & Elbert, R. & Franzke, T., 2017. "Maverick picking: The impact of modifications in work schedules on manual order picking processes," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 83962, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    31. Glock, C. H. & Grosse, E. H. & Jaber, M. Y. & Smunt, T. L., 2019. "Applications of learning curves in production and operations management: A systematic literature review," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 107692, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    32. Diefenbach, Heiko & Glock, C. H., 2019. "Ergonomic and economic optimization of layout and item assignment of a U-shaped order picking zone," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 116991, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
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