以啟發式演算法求解固定邊長之組裝件設施佈置

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吳浩誠(Hao-Cheng Wu) 查詢紙本館藏

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工業管理研究所

論文名稱

以啟發式演算法求解固定邊長之組裝件設施佈置

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摘要(中)

機械製造業是台灣工業的基礎亦是經濟發展的重要支柱，然而，台灣的機械製造業中，多以中小企業為主，雖然其皆具備極佳的製造技術，但是往往會遇到缺乏有效的管理來解決內部遇到的問題或者自動化基礎設備與知識不足的問題，因此在數位轉型上較為困難。
組裝件加工廠也是機械產業中的一部份，因此上面所描述的中小企業困境也會發生於組裝件加工廠，若要追上轉型的腳步，設施佈置不失為一種幫助企業進行轉型的方法。物料搬運成本大約佔了運營成本的20%到50%，而有效的設施佈置規劃可以將這些成本降低至少10%到30%，因此尋找更低的物料搬運成本，是設施佈置設計人員長久以來追求的目標。
以往，設施佈置問題多半在處理機台的擺設，鮮少探討組裝件的擺設，兩者的不同在於流量的對象，前者的流量在機台與機台間，而後者的流量在組裝件與加工機台間。基於上述原因，本研究將針對「組裝件加工位置佈置」問題進行研究，提出數學模型與演算法，並期望透過完整的數據實驗與嚴謹的績效分析，能對此類問題有更深入的探討，亦對未來類似的研究能有所貢獻。

摘要(英)

The machine building industry is the mainstay of Taiwan and the foundation of Taiwan′s industry. However, machine building industry in Taiwan are mostly small and medium-sized enterprises. Although they all have excellent manufacturing technologies, they often encounter a lack of effective management to solve internal problems or lack of automation infrastructure and knowledge, so it is more difficult in digital transformation.
Assembly factories are also a part of the machine building industry, so the difficulties faced by small and medium-sized enterprises will also occur in assembly factories. If they want to digitally transform successfully, facility layout can be regarded as a method to help enterprises undergo digital transformation. Material handling costs account for about 20% to 50% of operating costs, and effective facility layout planning can reduce these costs by at least 10% to 30%. Therefore, looking for lower material handling costs has been the goal pursued by facility layout designers for a long time.
In the past, the problem of facility layout was mostly dealt with the layout of the machine, and its flow was between machines, but the layout of the assembly parts was rarely discussed, and its flow was between the assembly parts and the machines. For these reasons, this research will focus on the problem of "location layout of assembly parts", and propose a mathematical model and algorithm. Expecting that through this complete data experiments and statistical analysis can increase the understanding of similar research for the future.

關鍵字(中)

★ 設施佈置
★ 不等面積設施佈置
★ 組裝件加工位置佈置

關鍵字(英)

★ Facility Layout Problem
★ Unequal-Area Facilities Layout Problem
★ Assembly Parts Position Layout

論文目次

摘要 I
Abstract II
目錄 III
圖目錄 VI
表目錄 IX
第一章緒論 1
1.1研究背景 1
1.2研究動機 2
1.3研究目的 3
1.4研究流程與架構 4
第二章文獻探討 6
2.1不等面積設施佈置問題 7
2.2多加工區設施佈置問題 12
2.3多樓層設施佈置問題 16
第三章數學模型求解 19
3.1問題說明 19
3.2方法架構與流程 19
3.3環境假設 22
3.4情況一：替一組裝件安排位置，其餘組裝件不動 23
3.4.1情況一數學模型 23
3.4.2情況一數學模型範例1 39
3.4.3情況一數學模型範例2 45
3.5情況二：替多個組裝件安排位置，但不限制其是否移動 53
3.5.1情況二數學模型 53
3.5.2情況二數學模型範例1 63
3.5.3情況二數學模型範例2 66
第四章演算法求解 70
4.1定理與證明 70
4.2情況一演算法 77
4.2.1情況一演算法範例1 81
4.2.2情況一演算法範例2 84
4.3情況二演算法 88
4.3.1情況二演算法範例1 95
4.3.2情況二演算法範例2 101
第五章實驗結果與分析 107
5.1實驗設計 107
5.1.1環境假設 107
5.1.2環境設定 108
5.1.3大中小例子設定 110
5.1.4實驗績效評估指標 111
5.2統計分析 111
5.2.1情況一實驗結果 111
5.2.2情況二實驗結果 121
5.3實驗結論 154
第六章研究結論與建議 155
6.1研究結論 155
6.2未來研究建議 156
參考文獻 157
中文文獻 157
英文文獻 158

參考文獻

中文文獻
1. 台灣機械公會（2018）。智慧機械產業白皮書。機械公會，台北市。
2. 沈美幸（2021）。工研院估：機械業連三年產值破兆。工商時報，12/17/2021。取自：https://ctee.com.tw/news/industry/543444.html。
3. 林宏文（2021）。工業4.0台灣兆元機械產業的升級方向。CIO Taiwan，12/17/2021。取自：https://www.cio.com.tw/industry-4-0-taiwan-dollar-machinery-industry- upgrade-direction/。
4. 林良哲（2002）。「以序列對表示法解決非切割性結構叢聚限制的平面規劃問題」，私立南華大學資訊管理研究所碩士發表之論文，嘉義縣。
5. 廖家宜（2019）。台灣以中小企業為骨幹推動工業4.0應先補強基礎體質。DigiTimes，12/18/2021 。取自 : https://www.digitimes.com.tw/iot/package_show.asp?cat=158&cat2=10&id=551241&packageid=13184。
6. 熊治民（2020）。台灣精密機械產業發展挑戰與展望。機械工業，12/18/2021。取自：https://www.automan.tw/news/newsContent.aspx?id=3652。
7. 鍾榮峰（2018）。機械公會智慧機械白皮書，2025總產值2兆元。中央通訊社，12/17/2021。取自：https://www.cna.com.tw/news/afe/201808130087.aspx。
英文文獻
1. Ahmadi, A., & Jokar, M.R.A. (2016). “An efficient multiple-stage mathematical programming method for advanced single and multi-floor facility layout problems,” Applied Mathematical Modelling, Vol 40, Issues 9–10, 5605-5620.
2. Ahmadi, A., Pishvaee, M.S., & Jokar, M.R.A. (2017). “A survey on multi-floor facility layout problems,” Computers & Industrial Engineering, Vol 107, 158-170.
3. Alan, M., & Artak, H. (2021). “An Application of an Unequal-Area Facilities Layout Problem with Fixed-Shape Facilities,” Algorithms, Vol 14, 306.
4. Amaral, A.R.S. (2021). “A mixed-integer programming formulation of the double row layout problem based on a linear extension of a partial order,” Optim Lett, Vol 15, 1407–1423.
5. Amaral, A.R.S.(2022). “A heuristic approach for the double row layout problem,” Ann Oper Res, Vol 316, 1–36.
6. Anjos, M.F., & Yen, G. (2009). “Provably near-optimal solutions for very large single-row facility layout problems,” Optimization Methods and Software, Vol 24, Issues 4-5, 805-817.
7. Azevedo, M.M., Crispim, J.A., & Sousa, J.P.D. (2017). “A dynamic multi-objective approach for the reconfigurable multi-facility layout problem,” Journal of Manufacturing Systems, Vol 42, 140-152.
8. Bernardi, S., & Anjos, M.F. (2013). “A two-stage mathematical-programming method for the multi-floor facility layout problem, ” Journal of the Operational Research Society, Vol 64, Issue 3, 352-364.
9. Castillo, I., & Peters, B.A., (2004). “Integrating design and production planning considerations in multi-bay manufacturing facility layout,” European Journal of Operational Research, Vol 157, Issue 3, 671-687.
10. Castillo, I., Westerlund, J., Emet, S., & Westerlund, T. (2005). “Optimization of block layout design problems with unequal areas: A comparison of MILP and MINLP optimization methods,” Computers & Chemical Engineering, Vol 30, Issue 1, 54-69.
11. Chae, J., & Peters, B.A., (2006). “Layout design of multi-bay facilities with limited bay flexibility,” Journal of Manufacturing Systems, Vol 25, Issue 1, 1-11.
12. Chang, M.S., & Lin, H.Y. (2012). “A Flexible Bay Structure Representation and Ant Colony System for Unequal Area Facility Layout Problems,” World Congress on Engineering Vol 3.
13. Che, A., Zhang, Y., & Feng, J. (2017). “Bi-objective optimization for multi-floor facility layout problem with fixed inner configuration and room adjacency constraints,” Computers & Industrial Engineering, Vol 105.
14. Chen, J., Zhu, W., & Ali, M.M. (2011). “A Hybrid Simulated Annealing Algorithm for Nonslicing VLSI Floorplanning,” Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews), Vol 41, Issue 4, 544-553.
15. Chen, J.C., Dai, R.D., & Chen, C.W. (2008). “A practical fab design procedure for wafer fabrication plants,” International Journal of Production Research, Vol 46, 2565-2588.
16. Chen, T.C., & Chang, Y.W. (2006). “Modern Floorplanning Based on B∗-Tree and Fast Simulated Annealing ,” computer-aided design of integrated circuits and systems, Vol 25, Issue 4.
17. Chung, J., & Jang, J. (2007). “The Integrated Room Layout for a Semiconductor Facility Plan,” Transactions on Semiconductor Manufacturing, Vol 20, Issue 4, 517-527.
18. Chung, J., & Tanchoco, J.M.A. (2010). “The double row layout problem,” International Journal of Production Research, Vol 48, Issue 3, 709-727.
19. Cravo, G.L., & Amaral, A.R.S. (2019). “A GRASP algorithm for solving large-scale single row facility layout problems,” Computers & Operations Research, Vol 106, 49-61.
20. Dahlbeck, M. (2021). “A mixed-integer linear programming approach for the T-row and the multi-bay facility layout problem,” European Journal of Operational Research, Vol 295, Issue 2, 443-462.
21. Dahlbeck, M., Fischer, A., & Hungerländer, P. (2020). “A study of the relation between the single-row and the double-row facility layout problem.”
22. Davoudpour, H. Jaafari, A.A., & Farahani, L.N. (2013) “Facility Layout Problems Using Bays: A Survey,” AIP Conference Proceedings, Vol 1522, 1355.
23. Dudek, T., Dzhuguryan, T., Wisnicki, B., & Pędziwiatr, K. (2022). “Smart Sustainable Production and Distribution Network Model for City Multi-Floor Manufacturing Clusters,” Energies, 488.
24. Ejeh, J.O., Liu, S., & Papageorgiou, L.G. (2018). “Optimal multi-floor process plant layout with production sections,” Chemical Engineering Research and Design, Vol 137, 488-501.
25. Gero, J.S., & Kazakov, V.A., (1998). “Evolving design genes in space layout planning problems,” Artificial Intelligence in Engineering, Vol 12, Issue 3, 163-176.
26. Guan, C., Zhang, Z., & Li, Y. (2019b). “A flower pollination algorithm for the double-floor corridor allocation problem,” International Journal of Production Research, 6506-6527.
27. Guan, C., Zhang, Z., Liu, S., & Gong, J. (2019a). “Multi-objective particle swarm optimization for multi-workshop facility layout problem,” Journal of Manufacturing Systems, Vol 53, 32-48.
28. Helm, S.A., & Hadley, S.W. (2000). “Tabu search based heuristics for multi-floor facility layout,” International Journal of Production Research, Vol38, Issue 2, 365-383.
29. Hernandez, L.G., Morera, L.S., Hernandez, J.A.G., Sanz, S.S., & Oliveira, J.V.D. (2019). “Applying the coral reefs optimization algorithm for solving unequal area facility layout problems,” Expert Systems with Applications, Vol 138, 112819.
30. Hernandez, L.G., Morera, L.S., Muñoz, C.C., Abraham, A., & Sanz, S.S. (2020). “A Hybrid Coral Reefs Optimization—Variable Neighborhood Search Approach for the Unequal Area Facility Layout Problem,” Access, Vol 8, 134042-134050.
31. Ho, Y.C., & Liao, T.W. (2012). “The layout design of semiconductor bays with spine and perimeter inter-bay guide path loops,” International Journal of Production Research, Vol 50, Issue 3, 719-74.
32. Hsieh, C.H., Cho, C., Yang, T., & Chang, T.J. (2012). “Simulation study for a proposed segmented automated material handling system design for 300-mm semiconductor fabs,” Simulation Modelling Practice and Theory, Vol 29, 18-31.
33. Islier, A. (1998). “A Genetic Algorithm Approach for Multiple Criteria Facility Layout Design, ” International Journal of Production Research, Vol 36, 1549-1569.
34. Jankovits, I., Luo, C., Anjos, M.F., & Vannelli, A. (2011). “A convex optimisation framework for the unequal-areas facility layout problem,” European Journal of Operational Research, Volume 214, Issue 2, 199-215.
35. Kalita, Z., & Datta, D. (2017). “Multi-objective optimization of the multi-floor facility layout problem,” 2017 International Conference on Advances in Mechanical, Industrial, Automation and Management Systems (AMIAMS), 64-68.
36. Kim, J., Yu, G., & Jang, Y.J. (2016). “Semiconductor FAB layout design analysis with 300-mm FAB data: Is minimum distance-based layout design best for semiconductor FAB design?,” Computers & Industrial Engineering, Vol 99, 330-346.
37. Kochhar, J.S., Foster, B.T., & Heragu, S.S. (1998). “HOPE: A genetic algorithm for the unequal area facility layout problem,” Computers & Operations Research, Vol 25, Issues 7–8, 583-594.
38. Komarudin, & Wong, K.Y. (2010). “Applying Ant System for solving Unequal Area Facility Layout Problems,” European Journal of Operational Research, Vol 202, Issue 3, 730-746.
39. Konak S.K., & Konak, A. (2011). “A new relaxed flexible bay structure representation and particle swarm optimization for the unequal area facility layout problem,” Engineering Optimization, Vol 43, Issue 12, 1263-1287.
40. Konak, A., Konak, S.K., Norman, B.A., & Smith, A.E. (2006). “A new mixed integer programming formulation for facility layout design using flexible bays,” Operations Research Letters, Vol 34, Issue 6, 660-672.
41. Konak, S.K. (2012). “A linear programming embedded probabilistic tabu search for the unequal-area facility layout problem with flexible bays,” European Journal of Operational Research, Vol 223, Issue 3, 614-625.
42. Konak, S.K., & Konak, A. (2013). “Linear Programming Based Genetic Algorithm for the Unequal Area Facility Layout Problem,” International Journal of Production Research, Vol 51, Issue 14, 4302-4324.
43. Lee, K.Y., Roh, M.I., & Jeong, H.S. (2005). “An improved genetic algorithm for multi-floor facility layout problems having inner structure walls and passages,” Computers & Operations Research, Vol 32, Issue 4, 879-899.
44. Lee, Y.H., & Lee, M.H. (2002). “A shape-based block layout approach to facility layout problems using hybrid genetic algorithm,” Computers & Industrial Engineering, Vol 42, Issues 2–4, 237-248.
45. Mao, F., Xu, N., & Ma, Y. (2009). “Hybrid Algorithm for Floorplanning Using B*-tree Representation,” 2009 Third International Symposium on Intelligent Information Technology Application, 228-231.
46. Meller, R.D. (1997). “The multi-bay manufacturing facility layout problem,” International Journal of Production Research, Vol 35, Issue 5, 1229-1237.
47. Meller, R.D., & Bozer, Y.A. (1997). “Alternative Approaches to Solve the Multi-Floor Facility Layout Problem,”Journal of Manufacturing Systems, Vol 16, Issue 3.
48. Mir, M., & Imam, M.H. (2001). “A hybrid optimization approach for layout design of unequal-area facilities,” Computers & Industrial Engineering, Vol 39, Issues 1–2, 49-63.
49. Ramtin, F., Abolhasanpour, M., Hojabri, H., Hemmati, A., & Jaafari, A.A. (2010). “Optimal Multi Floor Facility Layout,” International MultiConference of Engineers and Computer Scientists, Vol 3.
50. Ripon, K.S.N., Glette, K., Khan, K.N., Hovin, M., & Torresen, J. (2013). “Adaptive variable neighborhood search for solving multi-objective facility layout problems with unequal area facilities,” Swarm and Evolutionary Computation, Vol 8, 1-12.
51. Scholz, D., Petrick, A., & Domschke, W. (2009). “STaTS: A Slicing Tree and Tabu Search based heuristic for the unequal area facility layout problem,” European Journal of Operational Research, Vol 197, Issue 1, 166-178.
52. Singh, S.P., & Sharma, R.R.K. (2006). “A review of different approaches to the facility layout problems,” Int J Adv Manuf Technol, Vol30, 425–433.
53. Supriya, I., & Dinesh, S. (2017). “Unequal-area, fixed-shape facility layout problems using the firefly algorithm,” Engineering Optimization, Vol 49, Issue 7, 1097-1115.
54. Supriya, I., & Dinesh, S. (2021). “Fixed and flexible shape facility layout problems using biogeography-based optimisation algorithm,” Industrial and Systems Engineering, Vol 37, Issue 1.
55. Tasadduq, I., Imam, M.H., & Rahim., A.A. (2015), “A hybrid algorithm for optimising facilty layout,” South African Journal of Industrial Engineering, Vol 26, 120-134.
56. Wang, H., & Alidaee, B. (2019). “The multi-floor cross-dock door assignment problem: Rising challenges for the new trend in logistics industry,” Transportation Research Part E: Logistics and Transportation Review, Vol 132, 30-47.
57. Wong, D.F., & Liu, C.L. (1986). “A New Algorithm for Floorplan Design,” 23rd ACM/IEEE Design Automation Conference, 101-107.
58. Xiao, Y., Seo, Y., & Seo, M. (2013). “A two-step heuristic algorithm for layout design of unequal-sized facilities with input/output points,” International Journal of Production Research, Vol 51, Issue 14, 4200-4222.
59. Zuo, X., Murray, C.C., & Smith, A.E. (2016). “The Double-Bay Layout Problem,” Semiconductor Manufacturing, Vol 29, Issue 4.

指導教授

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審核日期

2023-7-17

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