Fast prediction of HCCIcombustion with an artificial neural network linked to a fluid mechanics code

SAE Technical Papers

Volumn , Issue , 2006, Pages

  Aceves, Salvador M ^a   Flowers, Daniel L ^a   Chen, J Y ^b   Babajimopoulos, Aristotelis ^c  

^a LAWRENCE LIVERMORE NATIONAL LABORATORY   (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

^c UNIVERSITY OF MICHIGAN   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ENGINES; FLUID MECHANICS; FORECASTING; FUNCTIONS; IGNITION; NETWORK CODING; NEURAL NETWORKS; POWERTRAINS;

CHEMICAL KINETIC MECHANISM; COMPUTATIONAL CELL; COMPUTATIONAL COSTS; COMPUTATIONAL EFFORT; EQUIVALENCE RATIOS; MULTI-ZONE MODELS; OPERATING PARAMETERS; PERFORMANCE ANALYSIS;

COST BENEFIT ANALYSIS;

EID: 85072441031     PISSN: 01487191     EISSN: 26883627     Source Type: Journal    
DOI: 10.4271/2006-01-3298     Document Type: Conference Paper

References (26)

1. Onishi, S., Jo, S. H., Shoda, K., Jo, P. D., and Kato, S., "Active Thermo-Atmosphere Combustion (ATAC)-A New Combustion Process for Internal Combustion Engines," SAE paper 790501, 1979.
2. Noguchi, M., Tanaka, Y., Tanaka, T., and Takeuchi, Y., "A Study on Gasoline Engine Combustion by Observation of Intermediate Reactive Products during Combustion," SAE paper 790840, 1979.
3. Dec, J.E., and Sjöberg, M., "A Parametric Study of HCCI Combustion-the Sources of Emissions at Low Loads and the Effects of GDI Fuel Injection," SAE Paper 2003-01-0752, 2003.
4. Oakley, A., Zhao, H., Ma, T., and Ladommatos, N., "Dilution Effects on the Controlled Auto-Ignition (CAI) Combustion of Hydrocarbon and Alcohol Fuels," SAE Paper 2001-01-3606, 2001.
5. Aceves, S. M., Flowers, D.L., Westbrook, C.K., Smith, J. R., Pitz, W.J., Dibble, R., Christensen, M., and Johansson, B., "A Multi-Zone Model for Prediction of HCCI Combustion and Emissions," SAE Paper 2000-01-0327, 2000.
6. Warnatz, J., Maas, U., and Dibble, R.W., "Combustion," 2nd Edition, Springer-Verlag, Berlin, 1999.
7. Aceves, S.M., Flowers, D.L., Espinosa-Loza, F., Martinez-Frias, J., Dibble, R.W., Christensen, M., Johansson, B., and Hessel, R.P., "Piston-Liner Crevice Geometry Effect on HCCI Combustion by Multi-Zone Analysis," SAE Paper 2002-01-2869, 2002.
8. Aceves, S.M., Flowers, D.L., Espinosa-Loza, F., Martinez-Frias, J., Dec, J.E., Sjöberg, M., Dibble, R.W., and Hessel, R.P., "Spatial Analysis of Emissions Sources for HCCI Combustion at Low Loads Using a Multi-Zone Model," SAE Paper 2004-01-1910, 2004.
9. Turns, S.R., An Introduction to Combustion, Concepts and Applications, Chapter 8, McGraw-Hill, New York, NY, 2000.
10. Hultqvist, A., Christensen, M., Johansson, B., Richter, M., Nygren, J., Hult, J., and Alden, M., "The HCCI Combustion Process in a Single Cycle-High- Speed Fuel Tracer LIF and Chemiluminescence Imaging, SAE Paper 2002-01-0424, 2004.
11. Kong, S.C., Reitz, R.D., Christensen, M., and Johansson, B., "Modeling the Effects of Geometry-Generated Turbulence on HCCI Engine Combustion," SAE Paper 2003-01-1088, 2003.
12. Christo, F.C., Masri, A.R., and Nebot, E.M., "Integrated PDF/neural network approach for simulating turbulent reacting systems," Combustion and Flame, Vol. 106, pp. 406-421, 1996.
13. Blasco, J.A., Fueyo, N., Dopazo, C., and Ballester, J., "Modelling the temporal evolution of a reduced combustion chemical system with an artificial neural network," Combustion and Flame, Vol. ll3, pp. 38-52, 1998.
14. Blasco, J.A., Fueyo, N., Larroya, J.C., Dopazo, C., and Chen, J.-Y., "Single-step time-integrator of a methane-air chemical system using artificial neural networks," Computers and Chemical Engineering, Vol. 23, pp. 1l27-1133, 1999.
15. Chen, J.-Y., Blasco, J.A., Fueyo, N., and Dopazo, C., "An economical strategy for storage of chemical kinetics: Fitting in situ adaptive tabulation with artificial neural networks," Proceedings of the Combustion Institute, Vol. 28, pp. ll5-121, 2001.
16. He, Y., and Rutland, C.J., "Application of Artificial Neural Networks in Engine Modeling," International Journal of Engine Research, Vol. 5, pp. 281-296, 2004.
17. Choi, Y., and Chen, J.-Y., "Fast Prediction of Start of Combustion in HCCI with Combined Artificial Neural Networks and Ignition Delay Model," Proceedings of the Combustion Institute, Vol. 30, pp. 2711-2718, 2005.
18. Livengood, J.C., and Wu, P.C., "Correlation of Autoignition Phenomenon in Internal Combustion Engines and Rapid Compression Machines," Proceedings of the Combustion Institute, Vol. 5, pp. 347-356, 1955.
19. Kee, R.J., Rupley, F.M., Meeks, E., and Miller, J.A., "CHEMKIN III: A FORTRAN Chemical Kinetics Package for the Analysis of Gas-Phase Chemical and Plasma Kinetics," Sandia National Laboratories Report SAND96-8216, Livermore, CA, 1996.
20. Curran, H. J., Gaffuri, P., Pitz, W. J., and Westbrook, C. K., "A Comprehensive Modeling Study of Iso-Octane Oxidation," Combustion and Flame, Vol. 129, pp. 253-280, 2002.
21. Rumelhart, D.E., Hinton, G.E., and Williams, R.J., "Learning representations by back-propagating errors," Nature, Vol. 323, pp. 533-536, 1986.
22. th SAE International Conference on Engines for Automobile, ICE2005, Capri, Italy, 2005.
23. Westbrook, C.K., and Dryer, F.L., "Simplified Mechanisms for the Oxidation of Hydrocarbon Fuels in Flames," Combustion Science and Technology, Vol. 27, pp. 31-43, 1981.
24. Christensen, M., Hultqvist, A., and Johansson, B., "The Effect of Combustion Chamber Geometry on HCCI Operation," SAE Paper 2002-01-0425, 2002.
25. Aceves, S.M., Flowers, D.L., Espinosa-Loza, F., Martinez-Frias, J., Christensen, M., Johansson, B., and Hessel, R., "Analysis of the Effect of Geometry Generated Turbulence on HCCI Combustion by Multi-Zone Modeling," SAE Paper 2005-01-2134.
26. Flowers, D.L., Aceves, S.M., and Babajimopoulos, A., "Effect of Charge Non-uniformity on Heat Release and Emissions in PCCI Engine Combustion," SAE Paper 2006-01-1363, 2006.