Neural cylinder model and its transient results

SAE Technical Papers

Volumn , Issue , 2003, Pages

  He, Yongsheng ^a   Rutland, Christopher J ^a  

^a University of Wisconsin Madison   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL FLUID DYNAMICS; HEAT TRANSFER; NEURAL NETWORKS; POWERTRAINS;

CFD SIMULATIONS; CYLINDER PRESSURES; CYLINDER TEMPERATURES; ENGINE PARAMETER; ENGINE PERFORMANCE; TRANSIENT CONDITIONS; TRANSIENT CYCLE; TRANSIENT TESTS;

ENGINE CYLINDERS;

EID: 85072432523     PISSN: 01487191     EISSN: 26883627     Source Type: Journal    
DOI: 10.4271/2003-01-3232     Document Type: Conference Paper

References (12)

1. Haykin, S., Neural Networks: A Comprehensive Foundation, Prentice Hall, 2nd Edition, 1999.
2. He, Y., and Rutland, C.J., "Modeling of a turbocharged DI diesel engine using artificial neural networks," SAE Paper 2002-01-2772, 2002.
3. He, Y., and Rutland, C.J., "Application of Artificial Neural Networks in Engine Modeling," submitted to Journal of Engine Research, 2003.
4. Müller, R., and Hemberger, H. H., "Neural Adaptive Ignition Control," SAE Paper 981057, 1998.
5. He, Y., and Rutland, C. J., "Application of Artificial Neural Network for Integration of Advanced Engine Simulation Methods," Proceedings of the 2000 Fall Technical Conference of the ASME Internal Combustion Engine Division, ICE-Vol. 35-1, pp. 53-64, Paper No. 2000-ICE-304, 2000.
6. He, Y., "Integration of Advanced Simulation Methods for Diesel Engine Design," Ph.D. Preliminary Examination Report, Dept. of Mechanical Engineering, University of Wisconsin-Madison, 2001.
7. Munns, S. A., "Computer Simulation of Powertrain Components with Methodologies for Generalized System Modeling," M.S. Thesis, Dept. of Mechanical Engineering, University of Wisconsin-Madison, 1996.
8. Watson, N., "Dynamic turbocharged diesel engine simulator for electronic control system development," ASME Journal of Dynamic System, Measurement, and Control, Vol. 106, pp. 27-43, 1984.
9. Environmental Protection Agency Website, http://www.epa.gov, 2002.
10. Traver, M. L., Atkinson, R. J., and Atkinson, C. M., "Neural Network-Based Diesel Engine Emissions Prediction Using In-Cylinder Combustion Pressure," SAE Paper 1999-01-1532, 1999.
11. Braham, I., He, Y., and Rutland, C.J., "Improvement of neural network accuracy for engine simulations," SAE Paper 2003-01-3227, 2003.
12. Braham, I., and Rutland, C.J., "Optimization of diesel engine operating parameters using neural networks," SAE Paper 2003-01-3228, 2003.