197
Views
8
CrossRef citations to date
0
Altmetric
Original Articles

Integration of simulation and neural network in forecasting the throughput for TFT-LCD colour filter fabs

, , &
Pages 298-308 | Received 04 Jul 2014, Accepted 01 Mar 2015, Published online: 20 May 2015

References

  • Agrawal, N. 2010. “Review on Just in Time Techniques in Manufacturing Systems.” Advances in Production Engineering & Management 5 (2): 101–110.
  • Bonvik, A. M., C. E. Couch, and S. B. Gershwin. 1997. “A Comparison of Production-Line Control Mechanisms.” International Journal of Production Research 35 (3): 789–804. doi:10.1080/002075497195713.
  • Burman, D. Y., J. F. Gurrola-Gal, A. Norzari, S. Sathaye, and J. P. Sitarik. 1986. “Performance Analysis Techniques for IC Manufacturing Lines.” AT&T Technical Journal 65 (4): 46–57. doi:10.1002/j.1538-7305.1986.tb00465.x.
  • Bustillo, A., and M. Correa. 2012. “Using Artificial Intelligence to Predict Surface Roughness in Deep Drilling of Steel Components.” Journal of Intelligent Manufacturing 23 (5): 1893–1902. doi:10.1007/s10845-011-0506-8.
  • Bustillo, A., M. Correa, and A. Reñones. 2011. “A Virtual Sensor for Online Fault Detection of Multitooth-Tools.” Sensors 11 (3): 2773–2795. doi:10.3390/s110302773.
  • Bustillo, A., J.-F. Díez-Pastor, G. Quintana, and C. García-Osorio. 2011. “Avoiding Neural Network Fine Tuning by Using Ensemble Learning: Application to Ball-End Milling Operations.” The International Journal of Advanced Manufacturing Technology 57 (5–8): 521–532. doi:10.1007/s00170-011-3300-z.
  • Chang, P.-C., C.-H. Liu, J.-L. Lin, C.-Y. Fan, and C. S. P. Ng. 2009. “A Neural Network with A Case Based Dynamic Window for Stock Trading Prediction.” Expert Systems with Applications 36 (3): 6889–6898. doi:10.1016/j.eswa.2008.08.077.
  • Chen, J. C., and C.-W. Chen. 2010. “Capacity Planning of Serial and Batch Machines with Capability Constraints for Wafer Fabrication Plants.” International Journal of Production Research 48 (11): 3207–3223. doi:10.1080/00207540902791793.
  • Chen, J. C., P. B. Huang, J.-G. Wu, K. Y. Lai, C.-C. Chen, and T.-W. Peng. 2013. “Advanced Planning and Scheduling for TFT-LCD Color Filter Fab with Multiple Lines.” The International Journal of Advanced Manufacturing Technology 67 (1–4): 101–110. doi:10.1007/s00170-013-4757-8.
  • Chen, J. C., L. H. Su, C. C. Chen, T. W. Peng, and G. C. Chao. 2011. “Capacity Improvement for Color-Filter Fabs through Computer Modeling and Iterative Simulation.” Journal of the Society for Information Display 19 (7): 480–487.
  • Chen, W.-L., C.-Y. Huang, and Y.-C. Lai. 2009. “Multi-Tier and Multi-Site Collaborative Production: Illustrated by a Case Example of TFT-LCD Manufacturing.” Computers & Industrial Engineering 57 (1): 61–72. doi:10.1016/j.cie.2008.08.012.
  • Framinan, J. M., P. L. González, and R. Ruiz-Usano. 2003. “The CONWIP Production Control System: Review and Research Issues.” Production Planning & Control 14 (3): 255–265. doi:10.1080/0953728031000102595.
  • Fredendall, L. D., D. Ojha, and J. W. Patterson. 2010. “Concerning the Theory of Workload Control.” European Journal of Operational Research 201 (1): 99–111. doi:10.1016/j.ejor.2009.02.003.
  • Gupta, A. K., and A. I. Sivakumar. 2006. “Optimization of Due-Date Objectives in Scheduling Semiconductor Batch Manufacturing.” International Journal of Machine Tools and Manufacture 46 (12–13): 1671–1679. doi:10.1016/j.ijmachtools.2005.08.017.
  • Hopp, W. J., and M. Roof. 1998. “Setting WIP Levels with Statistical Throughput Control (STC) in CONWIP Production Lines.” International Journal of Production Research 36 (4): 869–882.
  • Huang, B., J. C. Chen, and Y. Li. 2008. “Artificial-Neural-Networks Based Surface Roughness Pokayoke System for End-Milling Operations.” Neurocomputing 71 (4–6): 544–549. doi:10.1016/j.neucom.2007.07.029.
  • Huang, P. B., J. C. Chen, J. C. Lin, P. H. Lyu, and B. C. Lai. 2010. “A Taguchi-Neural-Based In-Process Tool Breakage Monitoring System in End Milling Operations.” Key Engineering Materials 450: 251–254. doi:10.4028/www.scientific.net/KEM.450.251.
  • Hung, Y.-F., and R. C. Leachman. 1996. “A Production Planning Methodology for Semiconductor Manufacturing Based on Iterative Simulation and Linear Programming Calculations.” IEEE Transactions on Semiconductor Manufacturing 9 (2): 257–269. doi:10.1109/66.492820.
  • Jeong, B., S.-W. Kim, and Y.-J. Lee. 2001. “An Assembly Scheduler for TFT LCD Manufacturing.” Computers & Industrial Engineering 41 (1): 37–58. doi:10.1016/S0360-8352(01)00041-9.
  • Kumru, M., and P. Y. Kumru. 2014. “Using Artificial Neural Networks to Forecast Operation Times in Metal Industry.” International Journal of Computer Integrated Manufacturing 27 (1): 48–59. doi:10.1080/0951192X.2013.800231.
  • Kuo, R. J., and K. C. Xue. 1999. “Fuzzy Neural Networks with Application to Sales Forecasting.” Fuzzy Sets and Systems 108 (2): 123–143. doi:10.1016/S0165-0114(97)00326-6.
  • Lee, H. Y., and B. K. Choi. 2011. “Using Workflow for Reconfigurable Simulation-Based Planning and Scheduling System.” International Journal of Computer Integrated Manufacturing 24 (2): 171–187. doi:10.1080/0951192X.2010.542180.
  • Lee, T.-L.. 2009. “Predictions of Typhoon Storm Surge in Taiwan Using Artificial Neural Networks.” Advances in Engineering Software 40 (11): 1200–1206. doi:10.1016/j.advengsoft.2007.06.005.
  • Liu, Q., and D. Huang. 2009. “Dynamic Card Number Adjusting Strategy in Card-Based Production System.” International Journal of Production Research 47 (21): 6037–6050. doi:10.1080/00207540802192134.
  • Missbauer, H. 2011. “Order Release Planning with Clearing Functions: A Queueing-Theoretical Analysis of the Clearing Function Concept.” International Journal of Production Economics 131 (1): 399–406. doi:10.1016/j.ijpe.2009.09.003.
  • Pillai, D. D., E. L. Bass, J. C. Dempsey, and E. J. Yellig. 2004. “300-mm Full-Factory Simulations for 90- and 65-nm IC Manufacturing.” IEEE Transactions on Semiconductor Manufacturing 17 (3): 292–298. doi:10.1109/TSM.2004.831930.
  • Quintana, G., A. Bustillo, and J. Ciurana. 2012. “Prediction, Monitoring and Control of Surface Roughness in High-Torque Milling Machine Operations.” International Journal of Computer Integrated Manufacturing 25 (12): 1129–1138. doi:10.1080/0951192X.2012.684717.
  • Santa-Eulalia, L. A., S. D’Amours, and J.-M. Frayret. 2012. “Agent-Based Simulations for Advanced Supply Chain Planning and Scheduling: The FAMASS Methodological Framework for Requirements Analysis.” International Journal of Computer Integrated Manufacturing 25 (10): 963–980. doi:10.1080/0951192X.2011.652177.
  • Seow, Y., S. Rahimifard, and E. Woolley. 2013. “Simulation of Energy Consumption in the Manufacture of a Product.” International Journal of Computer Integrated Manufacturing 26 (7): 663–680. doi:10.1080/0951192X.2012.749533.
  • Sexton, R. S., S. McMurtrey, and D. Cleavenger. 2006. “Knowledge Discovery Using a Neural Network Simultaneous Optimization Algorithm on a Real World Classification Problem.” European Journal of Operational Research 168 (3): 1009–1018. doi:10.1016/j.ejor.2004.05.018.
  • Spearman, M. L., D. L. Woodruff, and W. J. Hopp. 1990. “CONWIP: A Pull Alternative to Kanban.” International Journal of Production Research 28 (5): 879–894. doi:10.1080/00207549008942761.
  • Takahashi, K., and N. Nakamura. 2002. “Comparing Reactive Kanban and Reactive CONWIP.” Production Planning & Control 13 (8): 702–714. doi:10.1080/0953728031000057352.
  • Walczak, S., and N. Cerpa. 1999. “Heuristic Principles for the Design of Artificial Neural Networks.” Information and Software Technology 41 (2): 107–117. doi:10.1016/S0950-5849(98)00116-5.
  • Zhang, W., and M. Chen. 2001. “A Mathematical Programming Model for Production Planning Using CONWIP.” International Journal of Production Research 39 (12): 2723–2734. doi:10.1080/0020754011048963.
  • Zhang, X., S. Zhang, Y. Li, and C. Schlick. 2012. “Task Scheduling Behaviour in Agent-Based Product Development Process Simulation.” International Journal of Computer Integrated Manufacturing 25 (10): 914–923. doi:10.1080/0951192X.2011.596223.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.