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An Integrated Metaheuristic Routing Method for Multiple-Block Warehouses with Ultranarrow Aisles and Access Restriction

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  • Fangyu Chen
  • Gangyan Xu
  • Yongchang Wei

Abstract

A problem-specific routing algorithm integrating ant colony optimization ( ACO ) and integer-coded genetic algorithm ( GA ) is developed to address the newly observed limitations imposed by ultranarrow aisles and access restriction, which exist in the largest e-commerce enterprise with self-run logistics in China. Those limitations prohibit pickers from walking through the whole aisle, and the access restriction even allows them to access the pick aisles only from specific entrances. The ant colony optimization is mainly responsible for generating the initial chromosomes for the genetic algorithm, which then searches the near-optimal solutions of picker-routing with our novel chromosome design by recording the detailed information of access modes and subaisles. To demonstrate the merits of the proposed algorithm, a comprehensive simulation for comparison is conducted with 12 warehouse layouts with real order information. The simulation results show that the proposed hybrid algorithm is superior to dedicated heuristics in terms of solution quality. The impacts of the parameters with respect to warehouse layout on the picking efficiency are analyzed as well. Setting more connect aisles and cross aisles is suggested to effectively optimize the picking-service efficiency in the presence of access limitations.

Suggested Citation

  • Fangyu Chen & Gangyan Xu & Yongchang Wei, 2019. "An Integrated Metaheuristic Routing Method for Multiple-Block Warehouses with Ultranarrow Aisles and Access Restriction," Complexity, Hindawi, vol. 2019, pages 1-14, June.
    • Handle: RePEc:hin:complx:1280285
    DOI: 10.1155/2019/1280285
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    References listed on IDEAS

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    1. Pratik Parikh & Russell Meller, 2009. "Estimating picker blocking in wide-aisle order picking systems," IISE Transactions, Taylor & Francis Journals, vol. 41(3), pages 232-246.
    2. Grosse, E. H. & Glock, C. H. & Ballester-Ripoll, R., 2014. "A simulated annealing approach for the joint order batching and order picker routing problem with weight restrictions," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 65331, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    3. Chen, Tzu-Li & Cheng, Chen-Yang & Chen, Yin-Yann & Chan, Li-Kai, 2015. "An efficient hybrid algorithm for integrated order batching, sequencing and routing problem," International Journal of Production Economics, Elsevier, vol. 159(C), pages 158-167.
    4. 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.
    5. 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.
    6. Hao Guo & Congdong Li & Ying Zhang & Chunnan Zhang & Yu Wang, 2018. "A Nonlinear Integer Programming Model for Integrated Location, Inventory, and Routing Decisions in a Closed-Loop Supply Chain," Complexity, Hindawi, vol. 2018, pages 1-17, July.
    7. De Santis, Roberta & Montanari, Roberto & Vignali, Giuseppe & Bottani, Eleonora, 2018. "An adapted ant colony optimization algorithm for the minimization of the travel distance of pickers in manual warehouses," European Journal of Operational Research, Elsevier, vol. 267(1), pages 120-137.
    8. 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.
    9. 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.
    10. Fangyu Chen & Yongchang Wei & Hongwei Wang, 2018. "A heuristic based batching and assigning method for online customer orders," Flexible Services and Manufacturing Journal, Springer, vol. 30(4), pages 640-685, December.
    11. 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.
    12. Matusiak, Marek & de Koster, René & Kroon, Leo & Saarinen, Jari, 2014. "A fast simulated annealing method for batching precedence-constrained customer orders in a warehouse," European Journal of Operational Research, Elsevier, vol. 236(3), pages 968-977.
    13. 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.
    14. Scholz, André & Henn, Sebastian & Stuhlmann, Meike & Wäscher, Gerhard, 2016. "A new mathematical programming formulation for the Single-Picker Routing Problem," European Journal of Operational Research, Elsevier, vol. 253(1), pages 68-84.
    15. Chenxi Huang & Yisha Lan & Yuchen Liu & Wen Zhou & Hongbin Pei & Longzhi Yang & Yongqiang Cheng & Yongtao Hao & Yonghong Peng, 2018. "A New Dynamic Path Planning Approach for Unmanned Aerial Vehicles," Complexity, Hindawi, vol. 2018, pages 1-17, November.
    16. Roodbergen, Kees Jan & de Koster, Rene, 2001. "Routing order pickers in a warehouse with a middle aisle," European Journal of Operational Research, Elsevier, vol. 133(1), pages 32-43, August.
    17. Parikh, Pratik J. & Meller, Russell D., 2010. "A travel-time model for a person-onboard order picking system," European Journal of Operational Research, Elsevier, vol. 200(2), pages 385-394, January.
    18. Fangyu Chen & Hongwei Wang & Yong Xie & Chao Qi, 2016. "An ACO-based online routing method for multiple order pickers with congestion consideration in warehouse," Journal of Intelligent Manufacturing, Springer, vol. 27(2), pages 389-408, April.
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    2. Hsien-Pin Hsu & Chia-Nan Wang & Thanh-Tuan Dang, 2022. "Simulation-Based Optimization Approaches for Dealing with Dual-Command Crane Scheduling Problem in Unit-Load Double-Deep AS/RS Considering Energy Consumption," Mathematics, MDPI, vol. 10(21), pages 1-30, October.

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