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Scheduling automated guided vehicles in very narrow aisle warehouses

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  • Polten, Lukas
  • Emde, Simon

Abstract

In this paper, we study the scheduling of storage and retrieval of unit loads from very narrow aisles using automated guided vehicles (AGVs). As AGVs cannot pass each other in the aisles, sequencing the aisle access is essential. We propose two access policies, present multiple complexity results and formulate MIP models. We then present a large neighborhood search that produces solutions within less than 2.5% of the optimum solution on average in a short amount of time for instances with hundreds of jobs. We use our heuristic to derive insights into the best access policy, number of AGVs, as well as the optimal layout of very narrow aisle warehouses.

Suggested Citation

  • Polten, Lukas & Emde, Simon, 2021. "Scheduling automated guided vehicles in very narrow aisle warehouses," Omega, Elsevier, vol. 99(C).
    • Handle: RePEc:eee:jomega:v:99:y:2021:i:c:s0305048318304729
    DOI: 10.1016/j.omega.2020.102204
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    1. Mireille Palpant & Christian Artigues & Philippe Michelon, 2004. "LSSPER: Solving the Resource-Constrained Project Scheduling Problem with Large Neighbourhood Search," Annals of Operations Research, Springer, vol. 131(1), pages 237-257, October.
    2. Boysen, Nils & Briskorn, Dirk & Emde, Simon, 2017. "Parts-to-picker based order processing in a rack-moving mobile robots environment," European Journal of Operational Research, Elsevier, vol. 262(2), pages 550-562.
    3. Pan, Jason Chao-Hsien & Shih, Po-Hsun & Wu, Ming-Hung, 2015. "Order batching in a pick-and-pass warehousing system with group genetic algorithm," Omega, Elsevier, vol. 57(PB), pages 238-248.
    4. Nicholas G. Hall & Chelliah Sriskandarajah, 1996. "A Survey of Machine Scheduling Problems with Blocking and No-Wait in Process," Operations Research, INFORMS, vol. 44(3), pages 510-525, June.
    5. Zhang, Guoqing & Nishi, Tatsushi & Turner, Sarina D.O. & Oga, Keisuke & Li, Xindan, 2017. "An integrated strategy for a production planning and warehouse layout problem: Modeling and solution approaches," Omega, Elsevier, vol. 68(C), pages 85-94.
    6. Hong, Soondo & Johnson, Andrew L. & Peters, Brett A., 2012. "Batch picking in narrow-aisle order picking systems with consideration for picker blocking," European Journal of Operational Research, Elsevier, vol. 221(3), pages 557-570.
    7. Allahverdi, Ali, 2016. "A survey of scheduling problems with no-wait in process," European Journal of Operational Research, Elsevier, vol. 255(3), pages 665-686.
    8. Carlo, Héctor J. & Vis, Iris F.A., 2012. "Sequencing dynamic storage systems with multiple lifts and shuttles," International Journal of Production Economics, Elsevier, vol. 140(2), pages 844-853.
    9. Boysen, N & Emde, S & Fliedner, M, 2013. "Scheduling train loading with straddle carriers in container yards," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 79448, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    10. Boysen, Nils & Stephan, Konrad, 2016. "A survey on single crane scheduling in automated storage/retrieval systems," European Journal of Operational Research, Elsevier, vol. 254(3), pages 691-704.
    11. Petersen, Charles G. & Aase, Gerald, 2004. "A comparison of picking, storage, and routing policies in manual order picking," International Journal of Production Economics, Elsevier, vol. 92(1), pages 11-19, November.
    12. Nicholas G. Hall & Marc E. Posner, 2001. "Generating Experimental Data for Computational Testing with Machine Scheduling Applications," Operations Research, INFORMS, vol. 49(6), pages 854-865, December.
    13. Boysen, Nils & Emde, Simon & Fliedner, Malte, 2013. "Scheduling train loading with straddle carriers in container yards," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 83470, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    14. David Pisinger & Stefan Ropke, 2010. "Large Neighborhood Search," International Series in Operations Research & Management Science, in: Michel Gendreau & Jean-Yves Potvin (ed.), Handbook of Metaheuristics, chapter 0, pages 399-419, Springer.
    15. Le-Anh, Tuan & De Koster, M.B.M., 2006. "A review of design and control of automated guided vehicle systems," European Journal of Operational Research, Elsevier, vol. 171(1), pages 1-23, May.
    16. Thomas Chabot & Leandro C. Coelho & Jacques Renaud & Jean-François Côté, 2018. "Mathematical model, heuristics and exact method for order picking in narrow aisles," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 69(8), pages 1242-1253, August.
    17. N Boysen & S Emde & M Fliedner, 2013. "Scheduling train loading with straddle carriers in container yards," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 64(12), pages 1841-1850, December.
    18. Ömer Öztürkoğlu & Kevin Gue & Russell Meller, 2012. "Optimal unit-load warehouse designs for single-command operations," IISE Transactions, Taylor & Francis Journals, vol. 44(6), pages 459-475.
    19. Boysen, Nils & Briskorn, Dirk & Emde, Simon, 2017. "Sequencing of picking orders in mobile rack warehouses," European Journal of Operational Research, Elsevier, vol. 259(1), pages 293-307.
    20. 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.
    21. Lamballais, T. & Roy, D. & De Koster, M.B.M., 2017. "Estimating performance in a Robotic Mobile Fulfillment System," European Journal of Operational Research, Elsevier, vol. 256(3), pages 976-990.
    22. Pratik Parikh & Russell Meller, 2010. "A note on worker blocking in narrow-aisle order picking systems when pick time is non-deterministic," IISE Transactions, Taylor & Francis Journals, vol. 42(6), pages 392-404.
    23. Boysen, Nils & Briskorn, Dirk & Emde, Simon, 2017. "Parts-to-picker based order processing in a rack-moving mobile robots environment," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 85774, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    24. Boysen, Nils & Briskorn, Dirk & Emde, Simon, 2017. "Sequencing of picking orders in mobile rack warehouses," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 109729, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    25. Kaveh Azadeh & René De Koster & Debjit Roy, 2019. "Robotized and Automated Warehouse Systems: Review and Recent Developments," Transportation Science, INFORMS, vol. 53(4), pages 917-945, July.
    26. Roodbergen, Kees Jan & Vis, Iris F.A., 2009. "A survey of literature on automated storage and retrieval systems," European Journal of Operational Research, Elsevier, vol. 194(2), pages 343-362, April.
    27. Emde, Simon & Boysen, Nils, 2014. "One-dimensional vehicle scheduling with a front-end depot and non-crossing constraints," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 79430, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
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    Cited by:

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    3. Weikang Fang & Zailin Guan & Peiyue Su & Dan Luo & Linshan Ding & Lei Yue, 2022. "Multi-Objective Material Logistics Planning with Discrete Split Deliveries Using a Hybrid NSGA-II Algorithm," Mathematics, MDPI, vol. 10(16), pages 1-30, August.
    4. Ilias Vlachos & Rodrigo Martinez Pascazzi & Miltiadis Ntotis & Konstantina Spanaki & Stella Despoudi & Panagiotis Repoussis, 2022. "Smart and flexible manufacturing systems using Autonomous Guided Vehicles (AGVs) and the Internet of Things (IoT)," Post-Print hal-03825237, HAL.
    5. Justkowiak, Jan-Erik & Pesch, Erwin, 2023. "A column generation driven heuristic for order-scheduling and rack-sequencing in robotic mobile fulfillment systems," Omega, Elsevier, vol. 120(C).

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