Transient air-fuel ratio control using artificial intelligence

SAE Technical Papers

Volumn , Issue , 1997, Pages

  Lenz, Ulrich ^a   Schroeder, Dierk ^a  

^a TECHNICAL UNIVERSITY OF MUNICH   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; FUELS;

CONTROL ACTIONS; LEARNING STRUCTURE; NEURAL NETWORK (NN); NONLINEAR STATIC FUNCTION; STOICHIOMETRIC AIR FUEL RATIO; THREE WAY CATALYSTS; TRANSIENT AIR FUEL RATIO CONTROL; TRANSIENT OPERATION;

AIR ENGINES;

EID: 85072472040     PISSN: 01487191     EISSN: 26883627     Source Type: Journal    
DOI: 10.4271/970618     Document Type: Conference Paper

References (42)

1. Lenz Ulrich, and Schroeder Dierk, "Artificial Intelligence for Combustion Engine Control" SAE technical paper 950328
2. Hendricks E., and Sorenson S.C., "Mean Value Modelling of Spark Ignition Engines" SAE technical paper No. 900616
3. Hendricks E., and Sorenson S.C., "SI Engine Controls and Mean Value Engine Modelling" SAE technical paper No. 930859
4. Hendricks E., and Sorenson S.C., "Nonlinear Transient Fuel Film Compensation (NTFC)" SAE technical paper No. 930767
5. Hendricks E., and Sorenson S.C., "Modelling of the Intake Manifold Filling Dynamics" SAE technical paper No. 960037
6. Hires S.D., and Overington M.T., "Transient Mixture Strength Excursions-an Investigation of their Causes and the Development of a Constant Mixture Strength Fuelling Strategy" SAE technical paper No. 810495
7. Aquino C.F., "Transient A/F Control Characteristics of the 5 Liter Central Fuel Injection Engine" SAE technical paper No. 810494
8. Dobner D.J., "A Mathematical Engine Model for Development of Dynamic Engine Control" SAE technical paper No. 800054
9. Neugebauer Stephan, "Das instationaere Betriebsverhalten von Ottomotoren-experimentelle Erfassung und rechnerische Simulation" Ph.D.-Thesis, Technische Universitaet Muenchen, Germany, 1996
10. Philipp Kai, "Luftliefergrad des Ottomotors im dynamischen Betrieb" Ph.D.-Thesis, Universitaet Carolo-Wilhelmina, Braunschweig, Germany, 1993
11. Beaumont A.J., and Frith A.M., "Adaptive control of transient air-fuel ratio using neural networks" 27th ISATA, Aachen, Germany, 1994
12. Onder C.H., and Geering H.P., "Model-Based Multivariable Speed and Air-to-Fuel Ratio Control of a SI Engine" SAE technical paper No. 930859
13. Onder C.H., "Modellbasierte Optimierung der Steuerung und Regelung eines Automobilmotors" Ph.D.-Thesis, ETH Zuerich, Switzerland, 1993
14. Streib Hans-Martin, and Bischof Hubert, "Electronic Throttle Control (ETC): A Cost Effective System for Improved Emissions, Fuel Economy, and Driveability" SAE technical paper No. 960338
15. Hannibal Wilhelm, "Vergleichende Untersuchung verschiedener variabler Ventilsteuerungen fuer Serien-Ottomotoren" Ph.D.-Thesis, Universitaet Stuttgart, Germany, 1993
16. Lenz Ulrich, and Schroeder Dierk, "Local Identification using Artificial Neural Networks" Proc. Ninth Yale Workshop on Adaptive and Learning Systems, pp 83-88 June 10-12, 1996; Yale University, CT, USA
17. Lenz Ulrich, und, Schroeder Dierk, "Identifikation isolierter Nichtlinearitaeten mit Neuronalen Netzen" GMA-Kongress; "Mess- und Automatisierungstechnik'96" Proceedings pp. 437-447, 9./ 11. September 96, Baden-Baden, Germany
18. Shayler P.J., and Goodman M.S., Ma T., "Transient Air/Fuel Ratio Control of an S.I. Engine Using Neural Networks" SAE technical paper No. 960326
19. Narendra K.S., "Neural Networks for Control: Theory and Practice" Proceedings IEEE, October 1996, pp. 1385
20. Narendra K.S., and Annaswamy A.M., "Stable Adaptive Systems" Prentice-Hall International, Inc. 1989
21. Slotine J.-J.E., and Li Weiping, "Applied Nonlinear Control" Prentice-Hall, Inc., 1991
22. Schroeder D., Schaeffner C., and Lenz U., "Neural-Net Based Observers for Sensorless Drives" 20th International Conference on Industrial Electronics Control and Instrumentation IECON '94, Bologna, Italy. Proceedings, Vol. 3,pp. 1599-1610, 1994
23. Schaeffner C., Schroeder D., and Lenz U., "Application of Neural Networks to Motor Control" International Power Electronics Conference, IPEC'95, Yokohoma, Japan. Proceedings, Vol. 1, pp. 46-51, 1995
24. The Math Works, Inc. Simulink: Automotive Examples 1996
25. Specht Donald F., "A General Regression Neural Network" IEEE Transactions on Neural Networks Vol. 2, No. 6, pp. 568, 1991
26. Woermann R., "Ein Beitrag zar Echtzeitsimulation technischer Systeme hoher Dynamik mit diskreten Modellen" Ph.D.-Thesis, Universitaet Kassel, Germany, 1994
27. Matsamura T., Nanyoshi Y., "New Fuel Metering Technique for Compensating Wall Flow in a Transient Condition Using the Model Matching Method" JSAE review, Vol. 10, No. 3, 1989
28. Matsamura T., Nanyoshi Y., "New Fuel Metering Technique for Compensating Wall Flow in a Transient Condition Using the Model Matching Method" Int. Journal of Vehicle Design, Vol. 12 No. 3, 1991
29. Watkins S., Chau P., and Tawel R., "A Radial Basis Function Neurocomputer Implemented with Analog VLSI Circuits" IJCNN'92 (International Joint Conference on Neural Networks) Proceedings pp. II607-II612 Baltimore, MD, USA, 1992
30. Zhang Liming, Wang Wei, and Jiang Ke, "A Weight-adjustable Hardware Accelerator Board for DTCNN Implementation and Application" CNNA'96, Fourth IEEE International Workshop on Cellular Neural Networks and their Applications, Seville, Spain, June 24-26, 1996 Proceedings, pp. 243-248
31. Roska Tamas, "CNN Chip set Architectures and the Visual Mouse" CNNA'96, Fourth IEEE International Workshop on Cellular Neural Networks and their Applications, Seville, Spain, June 24-26, 1996 Proceedings, pp. 487-492
32. Siemens Nixdorf Advanced Technologies GmbH "SYNAPSE1: A New Dimension in Neurocomputing" Product Information Order No. U22560-J-Z181-3-7600 Siemens Nixdorf Informationssysteme AG, November 1995
33. Jost Kevin, "DSPs for motor control" automotive engineering, September 1996, p. 103
34. Beierke Stefan, "Ein-Chip-Loesung fuer DSP-Motorsteuerungen" Elektronik 23/ 1996, pp. 96, Germany.
35. Bartsch Christian, "Steigerung von Wirkungsgrad und Drehmoment bei Benzinmotoren mit Direkteinspritzung" antriebstechnik 35 (1996), Nr.9 pp. 42, Germany, 1996
36. Schaepertoens H., Emmenthal K.-D., Grabe H.-J., Oppermann W., "VW's Gasoline Direct Injection (GDI) Research Engine" SAE technical paper No. 910054
37. Fraidl G.K., Piock W.F., and Wirth M., "Gasoline Direct Injection: Actual Trends and Future Strategies for Injection and Combustion Systems" SAE technical paper No. 960465
38. Stumpp Gerhard, and Ricco Mario, "Common Rail-An Attractive Fuel Injection System for Passenger Car DI Diesel Engines" SAE technical paper No. 960870
39. Moriya Yoshihito, Watanabe Atsushi, Uda Hitoshi, Kawamura Hiroshi, and Yoshioka Mamoru, "A Newly Developed Intelligent Variable Valve Timing System-Continously Controlled Cam Phasing as Applied to a New 3 Liter Inline 6 Engine" SAE technical paper No. 960579
40. Schechter Michael M., and Levin Michael B., "Camless Engine" SAE technical paper No. 960581
41. Matsuki Masato, Nakano Kenji, Amemiya Tohru, Tanabe Yuichiro, Shimizu Daisuke, and Ohmura Ichirou, "Development of a Lean Burn Engine with a variable Valve Timing Mechanism" SAE technical paper No. 960583
42. Wittig S., Mueller H., Hallmann M., Bellmann H., Elsaesser A., and Samenfink W., "Spruehstrahl- und Wandfilmverhalten in Saugrohren von Ottomotoren" MTZ Motortechnische Zeitschrift 57 (1996), pp. 688, 1996, Germany