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研究生： 凱薩琳
Chaterine Alvina Prima Hapsari
論文名稱： 以貨就人揀貨系統於不同單品數量與訂單指派下之產量分析
Throughput Analysis on Robotic Mobile Fulfillment Systems based on SKU and Order-to-Pod Assignments
指導教授： 周碩彥
Shuo-Yan Chou
郭伯勳
Po-Hsun Kuo
口試委員: 游慧光
Hui-Kuang Yu
學位類別： 碩士
Master
系所名稱： 管理學院 - 工業管理系
Department of Industrial Management
論文出版年： 2020
畢業學年度： 108
語文別： 英文
論文頁數： 44
中文關鍵詞： Robotic Mobile Fulfillment System 、Simulation 、Order to Pod Assignment 、Order Batching 、Agent-Based Modeling
外文關鍵詞： Robotic Mobile Fulfillment System, Simulation, Order to Pod Assignment, Order Batching, Agent-Based Modeling
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    • Abstract iii Acknowledgement iv Table of Contents v List of Figures vii List of Tables viii Chapter 1 Introduction 1 1.1 Background and Motivation 1 1.2 Problem Formulation 3 1.3 Research Objective 3 1.4 Scope and Limitation 3 1.5 Organization of the Thesis 4 Chapter 2 Literature Review 5 2.1 Modeling Approach 5 2.1.1 Simulation 5 2.1.2 Queuing Network 6 2.1.3 Deterministic Optimization 7 2.2 Warehouse Design 8 2.3 Throughput 9 2.4 Research Gap 10 Chapter 3 Modeling 14 3.1 System Model 14 3.1.1 Flow Process of RMFS 14 3.1.2 System Architecture 17 3.1.3 Warehouse Layout 18 3.2 System Configuration 21 3.3 Simulation Configuration 22 3.2.1 Simulation based on Decision Rules for Order-to-Pod Assignment 22 3.2.2 Simulation based on Number of SKUs in a Pod 25 Chapter 4 Result and Discussion 26 4.1 Result of Simulation based on Decision Rules for Order-to-Pod Assignment 26 4.1.1 Baseline Scenario 26 4.1.2 Improved Scenario 27 4.1.3 Comparison between Baseline Scenario and Improved Scenario 28 4.2 Result of Simulation based on Number of SKUs in a Pod 29 4.2.1 Throughput Result for Different Number of SKUs in a Pod 29 4.2.2 Comparison between Different Number of SKUs in a Pod 29 Chapter 5 Conclusion and Future Research 32 5.1 Conclusion 32 5.2 Future Research 33 References 34

    1. Statista. eCommerce worldwide. 2020 [cited 2020 03/07]; Available from: https://www.statista.com/outlook/243/100/ecommerce/worldwide.
    2. Absolunet. 10 eCommerce Trends 2020. 2020 [cited 2020 03/07]; Available from: https://10ecommercetrends.com/.
    3. Nils Boysen, R.d.K., Felix Weidinger, Warehousing in The E-Commerce Era: A Survey. European Journal of Operational Research, 2019. 277(2): p. 396-411.
    4. Rene de Koster, T.L.-D., Kees Jan Roodbergen, Design and Control of Warehouse Order Picking: A Literature Review. European Journal of Operational Research, 2007. 182(2): p. 481-501.
    5. Wulfraat, M. A Supply Chain Consultant Evaluation of Kiva Systems (Amazonrobotics). 2012 [cited 2020 10/07]; Available from: https://mwpvl.com/html/kiva_systems.html.
    6. John J. Enright, P.R.W. Optimization and Coordinated Autonomy in Mobile Fulfillment Systems. in 9th AAAI Conference on Automated Action Planning for Autonomous Mobile Robots. 2011. California, USA.
    7. Francielly Hedler Staudt, G.A., Maria Di Mascolo, Carlos M. Taboada Rodriguez, Warehouse Performance Measurement: A Literature Review. International Journal of Production Research, 2015. 53(18): p. 5524-5544.
    8. M. Merschformann, T.L., M.B.M. de Koster, L. Suhl, Decision Rules for Robotic Mobile Fulfillment Systems. Operations Research Perspectives, 2019. 6.
    9. M. Merschformann, L.X., H. Li, RAWSim-O: A Simulation Framework for Robotic Mobile Fulfillment Systems. Logistics Research, 2018. 11(8).
    10. Xi Xiang, C.L., Lixin Miao, Storage Assignment and Order Batching Problem in Kiva Mobile Fulfillment System. Engineering Optimization, 2018. 50(11): p. 1941-1962.
    11. Hazard, C.J., P.R. Wurman, and R. D'Andrea. Alphabet Soup: A Testbed for Studying Resource Allocation in Multi-vehicle Systems. 2006.
    12. Sameera Abar, G.K.T., Pierre Lemarinier, Gregory M.P. O'Hare, Agent Based Modelling and Simulation Tools: A Review of The State-of-Art Software. Computer Science Review, 2017. 24: p. 13-33.
    13. Otten, S., et al., Lost-customers approximation of semi-open queueing networks with backordering -- An application to minimise the number of robots in robotic mobile fulfilment systems. arXiv: Probability, 2019.
    14. Bipan Zou, Y.Y.G., Xianhao Xu, Zhe Yuan, Assignment Rules in Robotic Mobile Fulfillment Systems for Online Retailers. International Journal of Production Research, 2017. 55: p. 6175-6192.
    15. Tim Lamballais Tessensohn, D.R., Rene B.M. De Koster, Inventory Allocation in Robotic Mobile Fulfillment Systems. IISE Transactions, 2020. 51(1): p. 1-17.
    16. T. Lamballais, D.R., M.B.M. De Koster, Estimating Performance in a Robotic Mobile Fulfillment System. European Journal of Operational Research, 2017. 256: p. 976-990.
    17. Debjit Roy, S.N., Rene de Koster, Ivo Adan, Jacques Resing, Robot-Storage Zone Assignment Strategies in Mobile Fulfillment Systems. Transportation Research Part E, 2019. 122: p. 119-142.
    18. Nigam, S., et al. Analysis of Class-based Storage Strategies for the Mobile Shelf-based Order Pick System. 2014.
    19. Yuan, Z. and Y. Gong, Bot-In-Time Delivery for Robotic Mobile Fulfillment Systems. IEEE Transactions on Engineering Management, 2017. 64: p. 83-93.
    20. Zou, B., et al., Evaluating battery charging and swapping strategies in a robotic mobile fulfillment system. Eur. J. Oper. Res., 2018. 267: p. 733-753.
    21. Nils Boysen, D.B., Simon Emde, Parts-to-Picker Based Order Processing in a Rack-Moving Mobile Robots Environment. European Journal of Operational Research, 2017. 262: p. 550-562.
    22. Krenzler, R.K., L. Xie, and H. Li, Deterministic Pod Repositioning Problem in Robotic Mobile Fulfillment Systems. ArXiv, 2018. abs/1810.05514.
    23. Lin Xie, N.T., Ruslan Krenzler, Hanyi Li, Introducing Split Orders and Optimizing Operational Policies in Robotic Mobile Fulfillment Systems. European Journal of Operational Research, 2020.
    24. Peng Yang, Z.Z., Huijie Guo, Order Batch Picking Optimization Under Different Storage Scenarios for E-commerce Warehouses. Transportation Research Part E: Logistics and Transportation Review, 2020. 136.
    25. Mu-Chen Chen, H.-P.W., An Association-based Clustering Approach to Order Batching Considering Customer Demand Patterns. Omega, 2005. 33: p. 333-343.
    26. Kaveh Azadeh, R.d.K., Debjit Roy, Robotized and Automated Warehouse Systems: Review and Recent Developments. Transportation Science, 2019. 53(4): p. 917-945.
    27. Marius Merschformann, L.X., Daniel Erdmann Multi-Agent Path Finding with Kinematic Constraints for Robotic Mobile Fulfillment Systems. 2018.
    28. Merschformann, M. Active repositioning of storage units in Robotic Mobile Fulfillment Systems. in OR. 2017.
    29. Steven F. Railsback, V.G., Agent-Based and Individual-Based Modeling: A Practical Introduction. Second ed. 2019, Princeton, New Jersey: Princeton University Press.

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