| 研究生: |
李吟萱 Li, Yin-hsuan |
|---|---|
| 論文名稱: |
以派屈網為基礎之半導體工廠生產排程策略 Petri-Net Based Scheduling Strategy for Semiconductor Manufacturing Plants |
| 指導教授: |
張珏庭
Chang, Chuei-Tin |
| 學位類別: |
碩士 Master |
| 系所名稱: |
工學院 - 化學工程學系 Department of Chemical Engineering |
| 論文出版年: | 2009 |
| 畢業學年度: | 97 |
| 語文別: | 中文 |
| 論文頁數: | 120 |
| 中文關鍵詞: | 混整數非線性規劃模式 、半導體生產 、排程 、派屈網 |
| 外文關鍵詞: | semiconductor, MINLP, scheduling, Petri net |
| 相關次數: | 點閱:84 下載:7 |
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半導體製造是一個高度資本和技術密集的工業程序,其流程的管理更和生產成本息息相關。在傳統上,我們是以人工方式依經驗來尋找並決定最合適生產路徑與排程,為提昇效率並降低人為失誤的可能性,有必要發展出以電腦輔助的方式來尋找最佳的生產排程策略。在本研究中,我們以派屈網來表示半導體生產流程,並進一步利用批次排程的數學模式來描述派屈網中標記流動的動態行為,並據以求得最佳的排程。最後,我們以半導體工廠中最終測試、再回流製程、光微影蝕刻製程為例,來展示此一方式的有效性。
Semiconductor manufacturing is a capital- and technology-intensive industrial process. Process flow management is closely related to the production cost. Traditionally, the task of production scheduling is performed manually according to experience. In order to improve the solution efficiency and to reduce the chance of human error, it is necessary to develop a computer-aided strategy for this task. In our studies, the Petri nets are used to model the semiconductor manufacturing processes. The token movements in a Petri net can be represented with the well-established batch scheduling model. The optimal schedule of any given process can then be determined by solving this model. The feasibility and effectiveness of the aforementioned approach has been demonstrated with three examples, i.e., the final test process, the re-entrant flow process, and the photolithography-etching process.
Allam, M. and Alla, H, “Modeling and Simulation of an Electronic Component Manufacturing System Using Hybrid Petri Nets,” IEEE Transactions on Semiconductor Manufacturing, Vol. 11, No. 3, pp. 374-383, Aug. 1998
Cassandra, C. G. and Lafortune, S., Introduction to Discrete Event Systems, Kluwer Academic Publishers, Massachussets, USA, 1999
Cavalieri, S., Mirabella, O. and Marroccia, S., “Improving Flexible Semiconductor Manufacturing System Performance by a Colored Petri Net-based Scheduling Algorithm,” IEEE Sixth International Conference on Emerging Technologies and Factory Automation proceedings, Los Angeles, CA, pp. 369-374, Sep. 1997
Chen, J. H., Fu, L. C., Lin, M. H. and Huang, A. C., “Petri-Net and GA-Based Approach to Modeling, Scheduling, and Performance Evaluation for Wafer Fabrication,” IEEE Transactions on Robotics and Automation, Vol. 17, No. 5, pp. 619-635, Oct. 2001
Chen, T. R., Chang, T. S. and Chen, C. W., “Scheduling for IC Sort and Test with Preemptiveness via Lagrangian-relaxation” IEEE Transactions on Systems Man and Cybernetics, Vol. 25, pp. 1249-1256, Aug. 1995
Chiang, T. C., Huang, A. C. and Fu, L. C., “Modeling, Scheduling, and Performance Evaluation for Wafer Fabrication: A Queueing Colored Petri-Net and GA-Based Approach,” IEEE Transactions on Automation Science and Engineering, Vol. 3, No. 3, pp. 330-337, July 2006
Chien, C. F. and Chen, C. H., “Using Genetic Algorithms (GA) and a Coloured Timed Petri Net (CTPN) for Modelling the Optimization-based Schedule Generator of a Generic Production Scheduling System,” International Journal of Production Research, Vol. 45, No. 8, pp. 1763-1789, 15 Apr. 2007
Crooks, C. A. and MacChietto, S., “A Combined MILP and Logic-based Approach to the Synthesis of Operating Procedure for Batch Plants,” Chemical Engineering Communications, 114(1), pp. 117-144,Apr. 1992
David, R. and Alla, H., “Petri Nets for Modeling of Dynamic-systems - A Survey,” Automatica, Vol. 30, pp. 175-202, Feb. 1994
Duenyas, I, Fowler, J. W. and Schruben, L. W., “Planning and Scheduling in Japanese Semiconductor Manufacturing,” Journal of Manufacturing Systems, Vol. 13, pp. 323-332, 1994
GAMS/CPLEX 11.0 User notes ILOG Inc., 2007
GAMS: The solver manuals. GAMS Development Corporation, 2008
Ierapetritou, M. G. and Floudas, C. A., “Effective Continuous-Time Formulation for Short-Term Scheduling. 1. Multipurpose Batch Processes,” Industrial & Engineering Chemistry Research, 37, pp. 4341-4359, 1998
Jeng, M.D., Xie, X.L. and Chou, S. W., “Modeling, Qualitative Analysis, and Performance Evaluation of the Etching Area in an IC lot Fabrication System Using Petri Nets,” IEEE Transactions Semiconductor Manufacturing, Vol. 11, pp. 358-373, 1998
Jeng, M. D., Xie, X.L. and Hung, W. Y., “Markovian Timed Petri Nets for Performance Analysis of Semiconductor Manufacturing Systems,” IEEE Transaction on Systems, Man, and Cybernetics - Part B: Cybernetics, Vol. 30(5), pp. 757-771, Oct. 2000
Johri, P. K., “Practical Issues in Scheduling and Dispatching in Semiconductor Wafer Fabrication, “ Journal of Manufacturing Systems, Vol. 12, pp. 474-485, 1993
Kattan, I., Mikolajczak, B., Kattan, K. and Alqassar, B., “Minimizing Cycle Time and Group Scheduling, Using Petri Nets a Study of Heuristic Methods,” Journal of Intelligent Manufacturing, 14, pp. 107-121, 2003
Kattan, I., “Design and Scheduling of Hybrid Multi-cell flexible Manufacturing systems,” International Journal of Production Research, Vol. 35(5), pp.1239-1257, 1997
Kim, J. and Desrochers, A. A. “Modeling and Analysis of Semiconductor Manufacturing Plants Using Time Petri Net Models: COT Business Case Study,” IEEE International Conference on Systems, Man, and Cybernetics, vol. 4, Orlando, FL, pp. 3227-3232, Oct. 1997
Kondili, E., Pantelides, C. C. and Sargent, R., “A General Algorithm for Short-Term Scheduling of Batch Operations - I. MILP Formulation”, Computers & Chemical Engineering, 17, pp. 211, 1993
Kumar, P.R., Re-entrant lines. Queueing Systems: Theory and Applications, Vol. 13(2), pp. 87-110, 1993
Kumar, R., Tiwari, M. K. and Allada, V., “Modelling and Rescheduling of a Re-entrant Wafer Fabrication Line Involving Machine Unreliability,” International Journal of Production Research, vol. 42, no.21, pp. 4431-4455, 1 Nov. 2004
Kuo, C. H. and Huang, H. P., “Distributed Performance Evaluation of a Controlled IC Fab.,” IEEE Transactions on Robotics and Automation, Vol. 19(6), pp. 1027-1033, 2003
Lee, Y. F., Jiang, Z. B and Liu, H. R., “Multiple-objective Scheduling and Real-time Dispatching for the Semiconductor Manufacturing System,” Computers & Operations Research, Vol. 36, pp. 866-884, 2009
Lu, S. C. H., Ramaswamy, D. and Kumar, P.R., Efficient Scheduling Policies to Reduce Mean and Variance of Cycle-time in Semiconductor Manufacturing Plants,” IEEE Transactions Semiconductor Manufacturing, Vol.7(3), pp. 374-388, 1994
Lu, S. H. and Kumar, P. R., “Distributed Scheduling Based on Due Dates and Buffer Priorities,” IEEE Transactions on Automatic Control, Vol. 36,pp. 1406-16, 1991
Lin, S. Y. and Huang, H. P., “Modeling and Emulation of a Furnace in IC Fab Based on Colored-Timed Petri Net,” IEEE Transactions on Semiconductor Manufacturing, Vol. 11, No. 3, pp. 410-420, Aug. 1998
Liu, H., Jiang Z. and Fung, R. Y, K., “Performance Modeling, Real-time Dispatching and Simulation of Wafer Fabrication Systems Using Timed Extended Object-oriented Petri Nets,” Computers & Industrial Engineering, Vol. 56, pp. 121-137, 2009
May, G. S. and Georgia, C. J., Fundamentals of Semiconductor Manufacturing and Process Control, John Wiley & Sons, Inc., Hoboken, New Jersey, 2006
Narahari, Y. and Khan, L. M., “Performance Analysis of Scheduling Policies in Re-entrant Manufacturing Systems,” Computers and Operations Research, Vol. 23(1), pp. 37-51, 1996
Odrey, N. G., Green, J. D. and Appello, A., “A Generalized Petri Net Modeling Approach for the Control of Re-entrant Flow Semiconductor Wafer Fabrication,” Robotics and Computer Integrated Manufacturing, 17, pp. 5-11, 2001
Pagageorgaki, S. and Reklaitis, G. V., “Optimal Design of Multipurpose Batch Plants - 1. Problem Formulation,” Industrial & Engineering Chemistry Research, Vol. 29, pp. 2054-2062, Oct. 1990
Peter, J. L., Petri Net Theory and the Modeling of Systems, Pentice-Hall, Englewood Cliffs, HJ, USA, 1981
Shah, N., Pantelides, C. C. and Sargent, R., “A General Algorithm for Short-Term Scheduling of Batch Operations - II. Computational Issues,” Computers & Chemical Engineering, Vol. 17(2), pp. 229-244, Feb. 1993
Uzsoy, R., Martinvega, L. A. and Lee, C. Y., “Production Scheduling Algorithms for a Semiconductor Test Facility,” IEEE Transactions on Semiconductor Manufacturing, Vol. 4, pp. 270-280, Nov. 1991
Wang, Y. F. and Chang, C. T., “Petri-net Based Deductive Reasoning Strategy for Fault Identification in Batch Process,” Industrial and Engineering Chemistry Research, Vol. 43, pp. 2704-2720, 2004
Xiong, H. H. and Zhou, M. C., “Scheduling of Semiconductor Test Facility via Petri Nets and Hybrid Heuristic Search,” IEEE Transactions on Semiconductor Manufacturing, Vol. 11, No. 3, pp. 384-393, Aug. 1998
Yu, H., Reyes, A., Cang, S. and Lloyd, S., “Combined Petri Net Modelling and AI Based Heuristic Hybrid Search for Flexible Manufacturing Systems—Part I. Petri Net Modelling and Heuristic Search,” Computers & Industrial Engineering, 44, pp. 527–543, 2003
Yu, H., Reyes, A., Cang, S. and Lloyd, S., “Combined Petri Net Modelling and AI Based Heuristic Hybrid Search for Flexible Manufacturing Systems—Part II. Heuristic Hybrid Search,” Computers & Industrial Engineering, 44, pp. 545–566, 2003
Zhai, W., Chu, X., Zhang, J., Ma, D., Jin, Y. and Yan, J., “Research on AOCTPN-based Modeling and Simulation Technology of Semiconductor Fabrication Line,” International Journal of Advanced Manufacturing Technology, 28, pp. 814–821, 2006
Zhang, X. and Sargent, R. W. H., “The Optimal Operation of Mixed Production Facilities - A General Formulation and Some Approaches for the Solution,” Computers & Chemical Engineering, Vol. 20, pp. 897-904, 1996
Zhang, X. and Sargent, R. W. H., “The Optimal Operation of Mixed Production Facilities - Extensions and improvements,” Computers & Chemical Engineering, Vol. 20, pp. 1287-1295, 1998
Zhou, M. C. and Jeng, M. D., “Modeling, Analysis, Simulation, Scheduling, and Control of Semiconductor Manufacturing Systems: A Petri Net Approach,” IEEE Transactions on Semiconductor Manufacturing, Vol. 11, No. 3, pp. 333-357, Aug. 1998
Zurawski, R. and Zhou, M. C., “Petri Nets and Industrial Applications: A Tutorial,” IEEE. Transactions on Industrial Electronics, Vol. 41, No. 6, pp. 567-583, Dec. 1994