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Effective Scheduling of Semiconductor Manufacturing using Simulation
Authors: Ingy A. El-Khouly, Khaled S. El-Kilany, Aziz E. El-Sayed
Abstract:
The process of wafer fabrication is arguably the most technologically complex and capital intensive stage in semiconductor manufacturing. This large-scale discrete-event process is highly reentrant, and involves hundreds of machines, restrictions, and processing steps. Therefore, production control of wafer fabrication facilities (fab), specifically scheduling, is one of the most challenging problems that this industry faces. Dispatching rules have been extensively applied to the scheduling problems in semiconductor manufacturing. Moreover, lot release policies are commonly used in this manufacturing setting to further improve the performance of such systems and reduce its inherent variability. In this work, simulation is used in the scheduling of re-entrant flow shop manufacturing systems with an application in semiconductor wafer fabrication; where, a simulation model has been developed for the Intel Five-Machine Six Step Mini-Fab using the ExtendTM simulation environment. The Mini-Fab has been selected as it captures the challenges involved in scheduling the highly re-entrant semiconductor manufacturing lines. A number of scenarios have been developed and have been used to evaluate the effect of different dispatching rules and lot release policies on the selected performance measures. Results of simulation showed that the performance of the Mini-Fab can be drastically improved using a combination of dispatching rules and lot release policy.Keywords: Dispatching rules, lot release policy, re-entrant flowshop, semiconductor manufacturing.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1075364
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[1] A. K. Gupta and A. I. Sivakumar, "Job shop scheduling techniques in semiconductor manufacturing," International Journal of Advanced Manufacturing Technology, vol. 27, pp. 1163-1169, 2006.
[2] A. Klemmt, S. Horn, G. Weigert, and T. Hielscher, "Simulations Based and Solver Based Optimization Approaches for Batch Processes in Semiconductor Manufacturing," in Winter Simulation Conference 2008, pp. 2041-2049.
[3] C. S. Chong, M. Y. H. Low, A. I. Sivakumar, and K. L. Gay, "Using Simulation Based Approach to Improve on the Mean Cycle Time Performance of Dispatching Rules," in Winter Simulation Conference, 2005, pp. 2194-2202.
[4] S. C. H. Lu, D. Ramaswamy, and P. R. Kumar, "Efficient Scheduling Policies to Reduce Mean and Variance of Cycle-Time in Semiconductor Manufacturing Plants," IEEE Transactions on Semiconductor Manufacturing, vol. 7, pp. 374-388, 1994.
[5] S. Li, Z. Xiaohui, and L. Li, "Simulation and analysis of scheduling rules for semiconductor manufacturing line," in IEEE International Conference on Industrial Technology, ICIT 2008, 2008, pp. 1-5.
[6] B.-W. Hsieh, C.-H. Chen, and S.-C. Chang, "Scheduling Semiconductor Wafer Fabrication by Using Ordinal Optimization-Based Simulation," IEEE Transactions on Robotics and Automation, vol. 17, pp. 599-608, 2001.
[7] W. Lixin, F. T. E. Hock, and L. L. Hay, "Scheduling MEMS Manufacturing," in Winter Simulation Conference, 2000.
[8] Y.-D. Kim, J.-U. Kim, S.-K. Lim, and H.-B. Jun, "Due-Date Based Scheduling and Control Policies in a Multiproduct Semiconductor Wafer Fabrication Facility," IEEE Transactions on Semiconductor Manufacturing, vol. 11, pp. 155-164, 1998.
[9] O. Rose, "CONLOAD - A New Lot Release Rule For Semiconductor Wafer Fabs," in Winter Simulation Conference, 1999, pp. 850-855.
[10] Y.-D. Kim, J.-G. Kim, B. Choi, and H.-U. Kim, "Production Scheduling in a Semiconductor Wafer Fabrication Facility Producing Multiple Product Types With Distinct Due Dates," IEEE Transactions on Robotics and Automation, vol. 17, pp. 589-598, 2001.
[11] J. H. Blackstone, D. T. Phillips, and G. L. Hogg, "A state-of-the-art survey of dispatching rules for manufacturing job shop operations," international Journal of Production Research, vol. 20, pp. 27-45, 1982.
[12] M. K. El Adl, A. A. Rodriguez, and K. S. Tsakalis, "Hierarchical modeling and control of re-entrant semiconductor manufacturing facilities," in The 35th IEEE on Decision and Control, 1996, pp. 1736- 1742 vol.2.
[13] A. Manikas and Y.-L. Chang, "Multi-criteria sequence-dependent job shop scheduling using genetic algorithms," Computers and Industrial Engineering, vol. 56, pp. 179-185, 2009.
[14] J. N. D. Gupta and E. F. S. Jr., "Flowshop scheduling research after five decades," European Journal of Operational Research, vol. 169, pp. 699- 711, 2006.
[15] L. J. Krajewski, L. P. Ritzman, and M. K. Malhotra, Operations Management Processes and Value Chains, Eighth Edition ed., 2007.
[16] K. S. Tsakalis, J. J. Flores-Godoy, and A. A. Rodriguez, "Hierarchical modeling and control for re-entrant semiconductor fabrication lines: a mini-fab benchmark," in The 6th International Conference on Emerging Technologies and Factory Automation. ETFA '97, 1997, pp. 508-513.
[17] J. J. Flores-Godoy, W. Yan, D. W. Collins, F. Hoppensteadt, and K. Tsakalis, "A Mini-FAB simulation model comparing FIFO and MIVP(R) schedule policies (outer loop), and PID and H∞ machine controllers (inner loop) for semiconductor diffusion bay maintenance," in The 24th Annual Conference of the IEEE Industrial Electronics Society, 1998. IECON '98, 1998, pp. 253-258 vol.1.
[18] Z. Wang, F. Qiao, and Q. Wu, "A New Compound Priority Control Strategy in Semiconductor Wafer Fabrication," IEEE, 2005.
[19] F. D. Vargas-Villamil, D. E. Rivera, and K. G. Kempf, "A Hierarchical Approach to Production Control of Reentrant Semiconductor Manufacturing Lines," IEEE Transactions on Control Systems Technology, vol. 11, pp. 578-587, 2003.
[20] J. A. Ramírez-Hernández, H. Li, E. Fernandez, C. McLean, and S. Leong, "A framework for standard modular simulation in semiconductor wafer fabrication systems," in Winter Simulation Conference, 2005, pp. 2162-2171.
[21] D. W. Collins, J. J. Flores-Godoy, K. S. Tsakalis, and F. C. Hoppensteadt, "Diffusion bay simulation and its impact on the overall FAB performance: a simplified example," in IEEE International Symposium on Semiconductor Manufacturing, 2003, pp. 315-318.
[22] C. Qi, T. K. Tang, and A. I. Sivakumar, "Simulation Based Cause and Effect Analysis of Cycle Time and WIP in Semiconductor Wafer Fabrication," in Winter Simulation Conference, 2002, pp. 1423-1430.
[23] I. A. El-Khouly, K. S. El-Kilany, and A. E. El-Sayed, "Modelling and Simulation of Re-Entrant Flow Shop Scheduling: An Application in Semiconductor Manufacturing," in International Conference on Computers and Industrial Engineering Troyes-France IEEE, 2009, pp. 211 - 216