A learning-machine based method for the simulation of combustion process in automotive I.C. engines

Proceedings of the Spring Technical Conference of the ASME Internal Combustion Engine Division

Volumn , Issue , 2003, Pages 595-602

  Anguita, Davide ^a   Rivieccio, Fabio ^a   Canova, Marcello ^b   Casoli, Paolo ^b   Gambarotta, Agostino ^b  

^a UNIVERSITY OF GENOA   (Italy)

^b UNIVERSITY OF PARMA   (Italy)

Author keywords

Combustion modelling; Control oriented models; Internal combustion engines; Models; Software tools

Indexed keywords

AUTOMOTIVE APPLICATIONS; AUTOMOTIVE ENGINE; CALCULATION PROCEDURE; CALCULATION TIME; COMBUSTION MODELLING; COMBUSTION PRO-CESS; COMPLEX PLANTS; COMPREHENSIVE MODEL; COMPUTATION TIME; CONTROL ORIENTED MODELS; DESIGN OF CONTROL SYSTEM; ENGINE PERFORMANCE; ENGINE SIMULATION MODELS; EXHAUST GAS TEMPERATURES; EXPERIMENTAL DATA; HEAT RELEASE RATES; I.C. ENGINE; INTERNAL COMBUSTION; LEARNING MACHINES; MODEL-BASED; OPERATING PARAMETERS; PERFORMANCE AND EMISSIONS; POLLUTANT EMISSION; SIMULINK; SOFTWARE TOOL; THEORETICAL MODELS; TURBOCHARGED DIESEL ENGINE; ZONE METHOD;

AUTOMOBILE ENGINES; AUTOMOBILE PARTS AND EQUIPMENT; COMBUSTION; COMBUSTION EQUIPMENT; COMPUTER SIMULATION; COMPUTER SOFTWARE; DIESEL ENGINES; ENGINES; MACHINE DESIGN; SPRINGS (COMPONENTS); SUPPORT VECTOR MACHINES;

MATHEMATICAL MODELS;

EID: 78049470975     PISSN: 15296598     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1115/ICES2003-0682     Document Type: Conference Paper

References (31)

1. J.B.Heywood, Internal Combustion Engines Fundamentals, McGraw-Hill, New York, 1988.
2. J.I.Ramos, Internal Combustion Engine Modeling, Hemisphere Publishing Corporation, 1989.
3. P.C.Baruah, A simulation model for transient operation of spark-ignition engines, SAE International Congress and Exposition, Detroit, February 1990, SAE paper no.900682.
4. E.Hendricks, S.C.Sorenson, SI Engine Controls and Mean Value Engine Modelling, SAE paper 910258, 1991.
5. R.W.Weeks, J.J.Moskwa, Automotive Engine Modeling for Real-Time Control Using MATLAB/SIMULINK, SAE paper no.950417, SAE Int.Congress and Exposition, Detroit, 1995.
6. J.Fiaschetti, N.Narasimhamurthi, A Descriptive Bibliography of SI Engine Modeling and Control, SAE paper no.950986.
7. J.J.Moskwa, S.A.Munns, Z.J.Rubin, The Development of Vehicular Powertrain System Modeling Methodologies: Philosophy and Implementation, SAE paper no.971089, 1997.
8. E.Hendricks, Engine Modelling for Control Applications: a critical survey, MECCANICA, vol.32, no.5, Kluwer Acad.Publ., October 1997.
9. th IEEE Mediterranean Conf. on Control and Automation, Alghero (Italy), June 1998.
10. T.Truscott, B.Porter, Simulation of Model-based Control Algorithms for a Variable Geometry Turbocharged Diesel Engine, MTZ, September 1997, pp.558-562.
11. R.Buratti, A.Carlo, E.Lanfranco, A.Pisoni, DI Diesel engine with variable geometry turbocharger (VGT): a model based boost pressure control strategy, MECCANICA, vol.32, no.5, Kluwer Acad.Publ., October 1997.
12. F.Bozza, M.C.Cameretti, A.Senatore, R.Tuccillo, Experimental investigation and numerical modelling of an advanced turbocharged D.I. Diesel engine, SAE paper n.970057, 1997.
13. rdInt.Conf. on "Internal Combustion Engines: experiments and modeling", Capri, September 1997.
14. th IEEE Mediterranean Conf. on Control and Automation, Alghero (Italy), June 1998.
15. R.Isermann, S.Sinsel, J.Schaffnit, Modeling and Real-Time Simulation of Diesel Engines for Control Design, SAE paper no.980796, SAE Int.Congress and Exposition, Detroit, 1998.
16. O.Hild, K.Fieweger, S.Pischinger, H.Rake, A.Schloßer, The controlled system of a Direct-Injection Diesel engine for passenger cars with regard to the control of boost pressure and Exhaust Gas Recirculation, MTZ, n.60(1999)3.
17. R.J.Woermann, H.J.Theuerkauf, A.Heinrich, A Real-Time Model of a Common Rail Diesel Engine, SAE paper no.1999-01-0862, Electronic Engine Controls 1999, SAE publ.no.SP-1419.
18. R.J.Backhouse, P.C.Franklin, D.E.Winterbone, Stability of feedback control of boost in variable geometry turbocharged automotive Diesels, Proc. of I. Mech. E., Journal of power engineering, part A, vol.203, 1989.
19. D.E.Winterbone, S.Jai-In, The application of modern control theory to a turbocharged Diesel engine powerplant, Proc. of I. Mech. E., vol.205, p.69, 1991.
20. N.Watson, M.S.Janota, Turbocharging the internal combustion engine, John Wiley and Sons, 1982.
21. N.Watson, M.Marzouk, A non-linear digital simulation of turbocharged Diesel engines under transient conditions, SAE paper no.770123, SAE Int.Conference and Exposition, Detroit, 1977.
22. J.H.Horlock, D.E.Winterbone, The thermodynamics and gas dynamics of internal combustion engines, vol.II, Oxford University Press, 1986.
23. C.Cortes, V.Vapnik, Support vector networks, Machine Learning, n.20, p.273-297, 1995.
24. V.Vapnik, Statistical Learning Theory, John Wiley&Sons, 1998.
25. K.Zinner, Supercharging of Internal Combusstion Engines, Springer-Verlag, 1978.
26. V.Cherkassky, F.M.Mulier, Learning from Data: Concepts, Theory and Methods, John Wiley&Sons, 1998.
27. M.Anthony, P.L.Bartlett, Neural Network Learning: Theoretical Foundations, Cambridge University Press, 1999.
28. A.J.Smola, B.Schölkopf, A Tutorial on Support Vector Regression, NeuroCOLT2 Tech. Rep. NC2-TR-1998-030, 1998.
29. C.J.Lin., Asymptotic convergence of an SMO algorithm without any assumptions, IEEE Transactions on Neural Networks 13(2002), 248-250.
30. B.Efron, T.J.Tibshirani, An introduction to the Bootstrap, Chapman&Hall, NY, 1993.
31. nd Int.Workshop on "Modelling, Emissions and Control of Automotive Engines-MECA02, Salerno, 2002.