A new approach to system level soot modeling

SAE Technical Papers

Volumn , Issue , 2005, Pages

  Brahma, Indranil ^a   Rutland, Christopher J ^a   Foster, David E ^a   He, Yongsheng ^b  

^a Wisconsin Electric Machines and Power Electronics Consortium   (United States)

^b GENERAL MOTORS CORPORATION   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ENGINES; NEURAL NETWORKS;

AFTERTREATMENT SYSTEMS; DESIGN AND OPTIMIZATION; DIESEL PARTICULATE FILTERS; MODEL PERFORMANCE; NEURAL NETWORK TRAINING; PHENOMENOLOGICAL MODELING; PHYSICAL PHENOMENA; PREDICTIVE MODELS;

SOOT;

EID: 85072478600     PISSN: 01487191     EISSN: 26883627     Source Type: Journal    
DOI: 10.4271/2005-01-1122     Document Type: Conference Paper

References (31)

1. Shenghua, L., Hwang, J.W., Kim, M.H., Chae, J.O., "Multizone Model for DI Diesel Engine Combustion and Emissions" SAE Paper 1999-01-2926, 1999
2. Bi, X., Yang, M., Ma, Z., "A Multi-Zone Model for Diesel Spray Combustion" SAE Paper 1999-01-0916, 1999
3. Hiroyasu, H., Kadota, T., "Models for Combustion and Formation of Nitric Oxide and Soot in Direct Injection Diesel Engines" SAE Paper 760129, 1976
4. Kazakov, A., Foster, D.E., "Modeling of Soot formation During DI Diesel Combustion Using A Multi-Step Phenomenological Model" SAE Paper 982463, 1998
5. Bayer, J., Foster, D.E., "Zero-Dimensional Soot Modeling" SAE Paper 2003-01-1070, 2003
6. He, Y., and Rutland, C.J., "Modeling of a Turbocharged DI Diesel Engine Using Artificial Neural Networks" SAE Paper 2002-01-2772, 2002
7. He, Y., and Rutland, C.J., "Application of Artificial Neural Networks in Engine Modeling," International Journal of Engine Research, Vol. 5, No 4, Page 281-296, 2004
8. 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
9. Desantes, J.M, Lopez J.J., Garcia, J.M., and Hernandez, L., "Application of Neural Networks for Prediction and Optimization of Exhaust Emissions in a H.H. Diesel Engine" SAE Paper 2002-01-1144, 2002
10. Lichtenthaler, D., Ayeb, M., Theuerkauf, H.J., and Winsel, T., "Improving Real-Time SI Engine Models by Integration of Neural Approximators" SAE Paper 1999-01-1164, 1999
11. Gamo., S.O., Ouladsine, M., and Rachid, A., "Diesel Engine Exhaust Emissions Modeling Using Artificial Neural Networks" SAE Paper 1999-01-1163, 1999
12. Hentschel, R., Cernat, R.M., and Varchmin, J.U., "In-Car Modeling of Emissions with Dynamic Artificial Neural Networks" SAE Paper 2001-01-3383, 2001
13. Brahma, I., He, Y., and Rutland, C.J., "Improvement of Neural Network Accuracy for Engine Simulations" SAE Paper 2003-01-3227, 2003
14. Bayer, J., "Zero-Dimensional Direct Injection Spray and Particulate Emission Modeling" M.S thesis, Dept. of Mechanical Engineering, University of Wisconsin-Madison, 2002
15. Reitz, R.D., and Bracco, F.B., "On the Dependence of Spray Angle Other Spray Parameters on Nozzle Design and Operating Conditions" SAE Paper 790494, 1979
16. Naber, J., and Siebers, D., "Effects of Gas Density and Vaporization on Penetration and Dispersion of Diesel Sprays" SAE Paper 960034, 1996
17. Siebers, D., "Scaling Liquid-Phase Fuel Penetration in Diesel Sprays Based on Mixing-Limited Vaporization" SAE Paper 1999-01-0528, 1999
18. Siebers, D., and Higgins, H., "Flame Lift-Off on Direct-Injection Diesel Sprays Under Quiescent conditions" SAE Paper 2001-01-0530, 2001
19. th international Symposium on Combustion, pp 2557-2564, 1996
20. Siebers Dennis Dr., "Unpublished Notes" Sandia National Laboratory, 2002
21. Dec, J.E., "A Conceptual Model of DI Diesel Combustion Based on Laser-Sheet Imaging" SAE Paper 970873, 1997
22. Cybenko, G., "Approximation by superpositions of a sigmoidal function" Mathematics of controls, signals and systems, 2, 303-314, 1989
23. Hornick, K., Stinchcombe, M., and White, H., "Multilayered feedforward networks are universal approximators" Neural Networks, 2, 359-366, 1989 (Pubitemid 20609008)
24. Cybenko, G., "Continuous valued neural networks with two hidden layers are sufficient" (Technical report), Department of computer science, Tufts University, Medford, MA, 1988
25. MATLAB version 6.5 documentation, http://www.mathworks.com/access/ helpdesk/help/toolbox/optim/optim.html
26. Khan, I.M., Greeves, G., and Wang, C.H.T., "Factors Affecting Smoke and Gaseous Emissions from Direct Injection Engines and a Method of Calculation" SAE Paper 730169, 1973
27. Khan, I.M., Greeves, G., and Wang, C.H.T., "Factors Affecting Smoke and Gaseous Emissions from Direct Injection Diesel Engines" Paper C151/71, Air Pollution Control In Transport Engines Symposium, IME, November 1971
28. Grigg, H.C., and Khan, I.M., "Progress of Diesel Combustion Research" CIMAC, 1971
29. Khan, I.M., "Formation and Combustion of Carbon in a Diesel Engine" IME Symposium, Vol. 184, Part 3J, 1970
30. Flynn, P.F., Durrett, R.P., Hunter, G.L., Loye, A.O.Z., Akinyemi, O.C., Dec, J.E., and Westbrook, C.K., "Diesel Combustion: An Integrated View Combining Laser Diagnostics, Chemical Kinetics, and Empirical Validation" SAE Paper 1999-01-0509, 1999
31. Flynn, P.F., "An Experimental Determination Of the Instantaneous Potential Radiant Heat Transfer Within An Operating Diesel Engine" Ph.D diss., Mechanical Engineering, University of Wisconsin-Madison, 1971