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Prediction of Engine Operational Parameters for On Board Diagnostics Using a Free Model Technology
Technical Paper
1999-01-1224
ISSN: 0148-7191, e-ISSN: 2688-3627
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English
Abstract
In this paper, a further step along a research line concerning the set up of a Fault Diagnosis system for OBD-II purpose is presented. The suitability of Artificial Neural Networks for the use as engine simulation modules in the framework of a software redundancy approach has been analyzed. Experimental tests were performed, by acquiring four main engine operational parameters. Using this knowledge base, the performance of a wide variety of different Net Types was analyzed and discussed. Peculiar aspects of the possible industrial applications of this methodology are also deeply examined.
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Citation
Grimaldi, C. and Mariani, F., "Prediction of Engine Operational Parameters for On Board Diagnostics Using a Free Model Technology," SAE Technical Paper 1999-01-1224, 1999, https://doi.org/10.4271/1999-01-1224.Also In
References
- California's OBD-II Regulation (Section 1968.1, Title 13, California Code Regulations
- Milazzo, A. N. Bidini, G. “Thermodynamic Monitoring and Misfunction Detection in Turbocharged Diesel Engines” Flowers '92 Florence, Italy 7-12 June 1992
- Azzoni, P.M. Minelli, G. Rizzoni, G. “On-Board Diagnosis of Emissions Control System Malfunctions in Electronically Controlled Spark Ignition Engines” Internatonal on fault Diagnosis Toulouse, France 1993
- Luh, G., C. Rizzoni, G. “Identification of a Nonlinear MIMO IC Engine Model During IM/240 Driving Cycle for on Board Diagnosis” Proc. 1994 American Control Conference Baltimore, MD June 1994
- Bidini, G. Grimaldi, C., N. Mariani, F. “Applicazione delle Reti Neurali Artificiali ai Problemi Energetici” Proceedings of the 49th National Congress of ATI (Italian Thermotechnical Association) 26-30 September Perugia, Italy 1994
- Grimaldi, C., N. Mariani, F. “Artificial Neural Networks for the Evaluation of the Energy Requirements in Manufacturing Plants” Proceedings of the 1994 Winter Annual Meeting of ASME Chicago, USA 1994
- Bidini, G. Grimaldi, C., N. Mariani, F. “Innovative Control and Diagnostic Techniques for Cogeneration Plant Steam Generators” Proceedings of the Cogen-Turbo Power '95 Vienna, Austria 1995
- Bidini, G. Desideri, U. Scarpa, M. “Previsione dei Fabbisogni di Energia Elettrica con Tecniche di Intelligenza Artificiale” VII Italian National Congress on Complex Technologies and Energy Systems 15-16 June 1995 Bologna, Italy 1995
- Grimaldi, C., N. Mariani, F. Saetta, S. “Possible Applications of Artificial Intelligence Techniques to the Maintenance of Reciprocating Internal Combustion Engenes for Cogeneration” SMI'95 - I International Congress on Plant Maintenance Bologna, Italy September 1995
- Grimaldi, C., N. Mariani, F. “Prediction of the Energy Requirements in a Refrigeration Plant Using Advanced Simulation Techniques” ASME Proceedings of the Engineering Systems Design and Analysis Conference 73 237 243 Montpellier, France 1996
- Grimaldi, C. N. Mariani, F. “On Board Diagnosis of Internal Combustion Engines: a New Model Definition and Experimental Validation” SAE-No. 970211 Detroit 1997 SAE 1997 Transactions : journal of commercial vehicles 21 29
- Zhijian, J. W. Anson, L. “Misfire Detection Using a Dynamic Neural Network with Output Feedback” SAE-No. 980515 Detroit 1998
- Atkinson, C., M. Long, T., W. Hanzevack, E., L. “Virtual Sensing: a Neural Network-based Intelligent Performance and Emissions Prediction System for On-Board Diagnostics and Engine Control” SAE-No. 980516 Detroit 1998
- Ayeb, M. Lichtenthäler, D. Winsel, T. Theuerkauf, H., J. “SI Engine Modeling Using Neural Networks” SAE-No. 980790 Detroit 1998
- Bidini, G. Grimaldi, C., N. Mariani, F. “Monitoraggio di Sistemi Energetici con Algoritmi Genetici” 52th National Congress of ATI (Italian Thermotechnical Association) 22-26 September Perugia, Italy 1997 779 791
- Dayhoff, Y. “Neural Network Architectures” Van Nastrand Reinhold New York 1990
- Hammerstromm, D. “Working with Neural Networks” IEEE Spectrum 46 53 July 1993
- Nguyen, D. Widrow, B. “Improving the Learning speed of 2-Layer Neural Networks by Choosing Initial Values of the Adaptive Weights” International Joint Conference of Neural Networks 3 21 26 1990
- Rumelhart, D., E. McClelland, J. L. “Parallel Distributed Processing” 1 2 Cambridge, Mass. MIT Press 1986
- De Villiers, J. Barnard, E. “Backpropagation Neural Nets with One and Two Hidden Layers” IEEE Transactions on Neural Networks 4 1 1993