研究生: |
傅群安 Edwin Hendrawan |
---|---|
論文名稱: |
智動化揀貨系統中補貨策略與商品分類指派於貨架原則之設計 Replenishment Policy and Products Classification to Pod Assignment Design for Robotic Mobile Fulfillment System Performances |
指導教授: |
周碩彥
Shuo-Yan Chou 郭伯勳 Po-Hsun Kuo |
口試委員: |
周碩彥
Shuo-Yan Chou 郭伯勳 Po-Hsun Kuo 羅士哲 Shih-Che Lo |
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: | 2021 |
畢業學年度: | 109 |
語文別: | 英文 |
論文頁數: | 58 |
中文關鍵詞: | Robotic Mobile Fulfillment System (RMFS) 、Pod Replenishment 、SKUs Classifcation 、Pod Utilization |
外文關鍵詞: | Robotic Mobile Fulfillment System (RMFS), Pod Replenishment, SKUs Classifcation, Pod Utilization |
相關次數: | 點閱:171 下載:2 |
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The Internet of Things (IoT) became the most impactful development worldwide. This development influenced many businesses to adapt and shift to online business or so-called e-commerce. Amazon as an e-commerce platform offered hundreds of millions of products for sales, as on June 20th, 2017 offered 372 million products online [1]. With this amount of products, amazon used the Robotic Mobile Fulfillment System (RMFS) as their warehouse system. In this study, a simulation of the RMFS was built used NetLogo to maximize the pod utilization and minimize the energy consumption of the warehouse.
This study combined 3 SKU to Pod assignments and 4 Replenishment policies. SKU to Pod has the role to improve the pod utilization by increase pick unit in each visit. Pod with more SKU types is likely to fulfill more orders. Replenishment policy has the role to maintain the inventory of the warehouse and keep the pod at a high service level. Other than that, replenishment triggers reduced visits to the picking station. A pod that doesn’t have sufficient capacity couldn’t be assigned with new order although it already has the most order assigned.
This approach showed improvement by assigned different SKU classes in one pod and considering SKU inventory also with pod urgency level. Maintained the inventory level in the warehouse above 59% of total inventory influenced the warehouse performance. There was increasing of 17.83% in pod utilization and reducing of 14.75% in energy consumption.
[1] M. Zhou, J. Tang, D. Yin and Z. Ding, "Micro Behaviors: A New Perspective in E-commerce," in ACM International Conference, California, 2018.
[2] S. Samir Yerpude and D. T. Kumar, "SMART Warehouse with Internet of Things supported Inventory Management System," International Journal of Pure and Applied Mathematics, vol. 118, no. 24, pp. 1-15, 2018.
[3] Y. Yu, X. Wang, R. Y. Zhong and G. Q. Huang, "E-commerce Logistics In Supply Chain Management: Implementations and Future Perspective In Furniture Industry," Industrial Management & Data Systems, vol. 117, no. 7, pp. 2263-2286, 2017.
[4] F. Dallari, G. Marchet and M. Melacini, "Design of Order Picking System," The International Journal of Advanced Manufacturing Technology, vol. 42, no. 1, pp. 1-12, 2008.
[5] J. J. Enright and P. R. Wurman, "Optimization and Coordinated Autonomy in Mobile Fulfillmennt Systems," in Automated Action Planning for Autonomous Mobile Robots, San Francisco, 2011.
[6] J.-t. Li and H.-j. Liu, "Design Optimization of Amazon Robotics," Automation, Control and Intelligent Systems, vol. 4, no. 2, pp. 48-52, 2016.
[7] N. Borin, P. W. Farris and J. R. Freeland, "A Model for Determining Retail Product Category Assortment and Shelf Space Allocation," Decision Sciences, vol. 25, no. 3, pp. 359-384, 1994.
[8] X. Xiang, C. Liu and L. Miao, "Storage Assignment and Order Batching Problem in Kiva Mobile Fulfilment System," Engineering Optimization, vol. 50, no. 11, pp. 1941-1962, 2018.
[9] H. J. Kim, C. Pais and Z.-J. M. Shen, "Item Assignment Problem in Robotic Mobile Fulfillment System," IEEE Transactions on Automation Science and Engineering, vol. 17, no. 4, pp. 1854-1867, 2020.
[10] K. L. Keung, C. K. M. Lee, P. Ji and J. Huo, "Cloud-based Cyber-Physical Robotic Mobile Fulfillment Systems Considering Order Correlation Pattern," in IEEE International Conference on Industrial Engineering and Engineering Management, Singapore, 2020.
[11] K.-m. Tsa, M.-H. Chen, P. Breme and T.-Y. Chen, "Implementing Association Rules For Rack Replenishment In Kiva Systems," in International Symposium on Logistics, Würzburg, 2019.
[12] M. M. Tanrikulu, A. Şen and O. ALP, "A Joint Replenishment Policy with Individual Control and Constant Size Orders," International Journal of Production Research, vol. 48, no. 14, pp. 4253-4271, 2010.
[13] H. d. Vries, R. Carrasco-Gallego, T. Farenhorst-Yuan and R. Dekker, "Prioritizing Replenishments of The Piece Picking Area," European Journal of Operational Research, vol. 236, no. 1, pp. 126-134, 2014.
[14] M. Merschformann, T. Lamballais, R. d. Koster and L. Suhl, "Decision Rules for Robotic Mobile Fulfillment Systems," Operation Research Prespectives, vol. 6, 2019.
[15] T. L. Tessensohn, D. Roy and D. K. René B.M., "Inventory Allocation in Robotic Mobile Fulfillment Systems," IISE Transactions, vol. 52, no. 1, pp. 1-17, 2020.
[16] M. Merschformann, L. Xie and H. Li, "RAWSim-O: A Simulation Framework for Robotic Mobile Fulfillment Systems," Logistic Research, vol. 11, no. 8, 2018.
[17] K. Azadeh, R. D. Koster and D. Roy, "Robotized and Automated Warehouse Systems: Review and recent Developments," Transportation Science, vol. 53, no. 4, pp. 917-945, 2019.
[18] N. Boysen, R. d. Koster and F. Weidinger, "Warehousing in The E-Commerce Era: A Survey," European Journal of Operational Research, vol. 277, no. 2, pp. 396-411, 2019.
[19] N. V. Kumar and C. S. Kumar, "Development of Collision Free Path Planning Algorithm for Warehouse Mobile Robot," Procedia Computer Science, vol. 133, pp. 456-463, 2018.
[20] M. Merschformann, L. Xie and D. Erdmann, "Multi-Agent Path Finding with Kinematic Constraints for Robotic Mobile Fulfillment Systems," in International Conference on Automated Planning and Scheduling, London, 2016.
[21] R. D. Meller and J. A. Pazour, "A Heuristic for SKU Assignment and Allocation in an A-Frame System," in Industrial Engineering Research Conference, Vancouver, 2008.
[22] F. Weidinger, N. Boysen and M. Schneider, "Picker Routing in The Mixed-Shelves Warehouses of E-Commerce Retailers," European Journal of Operation Research, vol. 274, no. 2, pp. 501-515, 2019.
[23] R. Yuan, H. Wang and J. Li, "The Pod Assignment Model and Algorithm in Robotic Mobile Fulfillment Systems," in IEEE International Conference on Service Operations and Logistics, and Informatics, SOLI, Zhengzhou, 2019.
[24] R. H. Teunter, M. Z. Babai and A. A. Syntetos, "ABC Classification: Service Levels and Inventory Costs," Production and Operations Management, vol. 19, no. 3, pp. 343-352, 2010.
[25] A. Ultsch, "Proof of Pareto’s 80/20 Law and Precise Limits for ABC-Analysis," DataBionics Reseach Group University of Marburg, Marburg/ Lahn, 2002.
[26] B. E.Flores, D. L.Olson and V.K.Dorai, "Management of Multicriteria Inventory Classification," Mathematical and Computer Modelling, vol. 16, no. 12, pp. 71-82, 1992.
[27] K. Balaji and V. S. S. Kumar, "Multicriteria Inventory ABC Classification in an Automobile Rubber Components Manufacturing Analysis," in CIRP Conference on Manufacturing Systems, Windsor, 2014.
[28] H. Lee and J. C. Wu, "A Study On Inventory Replenishment Policies In A Two-echelon Supply Chain System," Computer & Industrial Engineering, vol. 51, no. 2, pp. 257-263, 2006.
[29] L. Miao, "Study on Supply Chain Replenishment Strategy based on Stochastic Petri Nets," in International Symposium on Economics, Management, and Sustainable Development (EMSD 2019), Hangzhou, 2019.
[30] G. Buxey, "Reconstructing Inventory Management Theory," International Journal of Operations & Production Management, vol. 26, no. 9, pp. 996-1012, 2006.
[31] J. Acimovic and S. C. Graves, "Mitigating Spillover in Online Retailing via Replenishment," Manufacturing & Service Operations Management, vol. 19, no. 3, pp. 419-436, 2017.
[32] K. v. Donselaar, V. Gaur, T. V. Woensel and R. A. C. M. Broekmeulen, "Ordering Behavior in Retail Stores and Implications for Automated Replenishment," Mangement Science, vol. 56, no. 5, pp. 766-784, 2007.
[33] M. D. Malkauthekar, "Analysis of Euclidean Distance and Manhattan Distance Measure in Face Recognition," in Computational Intelligence and Information Technology, Mumbai, 2013.
[34] G. A. Mills-Tettey, A. Stentz and M. B. Dias, "The Dynamic Hungarian Algorithm for the Assignment Problem with Changing Costs," Computer Science, 2007.
[35] A. Y. Kosasih, "Traffic Control and Coordination for Robot Motion Optimization on Robotic Mobile Fulfillment System," NTUST, Taipei, 2020.
[36] M. Jiang, K. Leung, Z. Lyu and G. G. Huang, "Picking-Replenishment Synchronization for Robotic Forward-Reserve Warehouses," Transportation Research Part E, vol. 144, 2020.