Improvement of prediction performance for data-driven virtual sensors

Proceedings of the 15th IEEE International Conference on Emerging Technologies and Factory Automation, ETFA 2010

Volumn , Issue , 2010, Pages

  Dementjev, Alexander ^a   Ribbecke, Heinz Dieter ^a   Kabitzsch, Klaus ^a  

^a DRESDEN UNIVERSITY OF TECHNOLOGY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL NEURAL NETWORK; DATA-DRIVEN; DATA-DRIVEN METHODS; DIRECT MEASUREMENT; NEW APPROACHES; PREDICTION PERFORMANCE; PROCESS MODEL; PROCESS PARAMETERS; REAL PROCESS; REAL-TIME OPERATION; VIRTUAL SENSOR;

FACTORY AUTOMATION; FORECASTING; NEURAL NETWORKS; SENSORS;

STATISTICAL PROCESS CONTROL;

EID: 78650539614     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ETFA.2010.5641217     Document Type: Conference Paper

References (18)

1. P. Cunningham, J. Carney, and S. Jacob. Stability problems with artificial neural networks and the ensemble solution. Artificial Intelligence in Medicine, 20:217-225, 2000.
2. A. Dementjev, B. Hensel, H. Kubin, H. Ribbecke, and K. Kabitzsch. Control of a vacuum coating process with long Dead-Time and an integrator: a case study. In Proceedings of the 9th IFAC Workshop on Time Delay Systems, Prague, Czech Republic, 2010.
3. A. Dementjev, H.-D. Ribbecke, H. Kubin, and K. Kabitzsch. Strategy of virtual measurement for optimization of dynamic dead-time processes in automated control systems. In Proc. of the 5th IEEE International Conference on Industrial Informatics INDIN 2007, volume 1, pages 565-569, 2007.
4. A. Dementjev, D. Stein, and K. Kabitzsch. Control of processes with an integrator and long dead-time: the Smith Predictor vs. Virtual Sensor. In Proc. of the 5th International IEEE Conference EUROCON2009, pages 994-999, St. Petersburg, Russia, May 2009.
5. R. Dittmar, H. Timm, and K. Rößler. Entwicklung von Softsensoren mit Hilfe Künstlicher Neuronaler Netze. Automatisierungspraxis (in German), 47 No 9:65-74, 2005.
6. F. Felgner. Design of Virtual Airflow Sensors for Thermal Comfort Control. Shaker Verlag GmbH, Germany, 2009.
7. G. Fevotte, I. Barudio, and J. Guillot. An adaptive inferential measurement strategy for on-line monitoring of con- version in polymerization processes. Thermochimica Acta, 289(2):223-242, 1996.
8. L. Fortuna, S. Graziani, and A. Rizzo. Soft Sensors for Monitoring and Control of Industrial Processes (Advances in Industrial Control). Springer-Verlag New York, Inc., Secaucus, NJ, USA, 2006.
9. F. Gustafsson, M. Drevö, U. Forssell, M. Löfgren, N. Persson, and H. Quicklund. Virtual sensors of tire pressure and road friction. In Society of Automotive Engineers World Congress, Detroit, MI, USA, number SAE 2001-01-0796, Mar. 2001.
10. R. Habtom. Dynamic system and virtual sensor modeling using neural networks. Fortschritt-Berichte VDI: Reihe 8, Meß-, Steuerungs- und Regelungstechnik; 771, Kaiserslautern, Univ., Diss., 1999.
11. M. Hagan, H. Demuth, and P. De Jesus. An introduction to the use of neural networks in control systems. International Journal of Robust and Nonlinear Control, 12, No.11:959-985, 2002.
12. D. M. Hawkins and D. H. Olwell. Cumulative Sum Charts and Charting for Quality Improvement. Springer, Berlin, 1998.
13. P. Kadlec, B. Gabrys, and S. Strandt. Data-driven soft sensors in the process industry. Computers & Chemical Engineering, 33(4):795-814, 2009.
14. J. Liu, R. Srinivasan, and P. Selvaguru. A soft sensor with bias correction for quality prediction. In In Proc. of the 8th World Congress of Chemical Engineering, 2009.
15. C. Metzner, F.-H. Rögner, J.-P. Heinß, and B. Scheffel. PVD coating of metallic sheets and strips. Steel grips, 2:124-129, 2004.
16. D. C. Montgomery. Statistical Quality Control: A Modern Introduction. Wiley, 6 edition, 2009.
17. P. Protzel, N. Kindermann, M. Tagscherer, and A. Lewandowski. Abschätzung der Vertrauenswürdigkeit von Neuronalen Netzprognosen bei der Prozessoptimierung (in German). In VDI-Berichte 1526, pages 335-339. VDI, 2000.
18. H. Yamasaki. Intelligent Sensors. Elsevier, 1996.