Detection of engine misfire events using an artificial neural network

SAE Technical Papers

Volumn , Issue , 2004, Pages

  Nareid, Helge ^a   Lightowler, Neil ^a  

^a AXEON Ltd   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

HARDWARE; NEURAL NETWORKS;

ALGORITHMIC METHODS; AUTOMOBILE EMISSION; ENGINE MANAGEMENT; ENVIRONMENTAL LEGISLATIONS; MINIMAL PROCESSING; MISFIRE DETECTION; PARALLEL HARDWARE; TRAINING PROCESS;

AUTOMOBILE ENGINES;

EID: 85072412752     PISSN: 01487191     EISSN: 26883627     Source Type: Journal    
DOI: 10.4271/2004-01-1363     Document Type: Conference Paper

References (18)

1. California Code of Regulations, Section 1968.2, "Malfunction and Diagnostic System Requirements for 2004 and Subsequent Model-Year Passenger Cars, Light-Duty Trucks, and Medium-Duty Vehicles and Engines (OBD II)" California Air Resource Board 2003
2. California Code of Regulations, Section 1968.5, "Enforcement of Malfunction and Diagnostic System Requirements for 2004 and Subsequent Model-Year Passenger Cars, Light-Duty Trucks, and Medium Duty Vehicles and Engines" California Air Resource Board 2003
3. Directive 98/69/EC of the European Parliament and of the Council. E.C. document number 1998L0069-EN
4. Zaworski H., "On-Board Diagnostics Primer" SAE OBD TOPTEC, September 2002, Turin
5. VanDyne E. A., Burckmyer C. L., Wahl A. M., and Funaioli A. E., "Misfire Detection From Ionization Feedback Utilizing the Smartfire Plasma Ignition Technology" SAE Paper 2000-01-1377
6. Wickström N., Larsson M., Taveniku M., Linde A., and Svensson B., "Neural Virtual Sensors-Estimation of Combustion Quality in SI Engines using the Spark Plug" Proceedings of ICANN '98
7. Montibelli N., Ruggeri M., Siviero C., and Barberio C., "Misfiring Detection on 8 Cylinders Turbo Engine" 4th Symposium on Fault Detection, Supervision and Safety for Technical Processes, Budapest, Hungary, 14-16 June 2000
8. Tawel R., Aranki N., Puskorius G. V., Marko K. A., Feldkamp L. A., James J. V., Jesion G., and Feldkamp T. M., "Custom VLSI ASIC for Automotive Applications with Recurrent Networks" Neural Networks Proceedings, 1998, IEEE World Congress on Computational Intelligence. The 1998 IEEE International Joint Conference on, Vol 1, 1998, pp. 598-602.
9. Meyer S., and Greff A., "New Calibration Methods and Control Systems with Artificial Neural Networks" SAE paper 2002-01-1147, World Congress 2002.
10. Kohonen T., "Self Organizing Maps" 3rd edition, Springer-Verlag, Germany 2001
11. Kohonen T., "Analysis of a simple self-organizing process" Biological Cybernetics, 44 (2): 135-140, 1982 (Pubitemid 12045888)
12. Rummelhart D. E., McClelland J. L., (ed.), "Parallel Distributed Processing" The MIT Press, 1986
13. Luttrell S. P., "A Bayesian analysis of Self-Organising Maps" Neural Computation, 6 (5): 767-94, 1994
14. Lightowler N., Spracklen C. T., and Allen A. R., "A Modular Approach to Implementation of the Self-organising Map" Proceedings WSOM 97, pp 130-135.
15. Lightowler N., Allen A. R., Grant H., Hendry D. C., and Spracklen C. T., "The Modular Map" Neural Networks, IJCNN 99 Vol 2, pp 851-856.
16. "Summary Data Sheet for the VindAX Processor" AXEON Ltd, 2001.
17. Lightowler N., and Nareid H., "Artificial Neural Network Based Control Systems" SAE Paper 2003-01-0359, SAE World Congress 2003
18. Box G., Graves S., Bisgaard S., Van Gilder J., Marko K., James J., Seifer M., Poublon M., and Fodale F., "Detecting Malfunctions in Dynamic Systems" SAE Paper 2000-01-0363