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Rack retrieval and repositioning optimization problem in robotic mobile fulfillment systems

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  • Zhuang, Yanling
  • Zhou, Yun
  • Hassini, Elkafi
  • Yuan, Yufei
  • Hu, Xiangpei

Abstract

Robotic mobile fulfillment systems provide a new solution for e-commerce retailers to fulfill customers’ orders, wherein racks are moved by mobile robots to workstations so pickers can retrieve the purchased products. While such automated parts-to-picker systems can save on labor costs, they raise new operational challenges. In this paper, we investigate the rack storage and robot assignment to racks problem during order processing. We formulate this problem with the goal of minimizing the makespan of the system. Based on a rolling horizon framework and the simulated annealing method, we develop a matheuristic decomposition approach, which involves the solution of a special axial 3-index assignment problem in each stage to solve the problem. We test the performance of the proposed method for both large-scale cases based on a real-world dataset and small-scale instances generated synthetically. Computational results demonstrate the good performance of the proposed approach.

Suggested Citation

  • Zhuang, Yanling & Zhou, Yun & Hassini, Elkafi & Yuan, Yufei & Hu, Xiangpei, 2022. "Rack retrieval and repositioning optimization problem in robotic mobile fulfillment systems," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 167(C).
  • Handle: RePEc:eee:transe:v:167:y:2022:i:c:s1366554522002976
    DOI: 10.1016/j.tre.2022.102920
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    3. Miao He & Zailin Guan & Guoxiang Hou & Xiaofen Wang, 2024. "A Novel Parts-to-Picker System with Buffer Racks and Access Racks in Flexible Warehousing Systems," Sustainability, MDPI, vol. 16(4), pages 1-22, February.
    4. Li, Kunpeng & Liu, Tengbo & Ram Kumar, P.N. & Han, Xuefang, 2024. "A reinforcement learning-based hyper-heuristic for AGV task assignment and route planning in parts-to-picker warehouses," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 185(C).
    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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