Evaluation of fit algorithms for NOx emission prediction for efficient DeNOx control of transient diesel engine exhaust gas

Industrial and Engineering Chemistry Research

Volumn 39, Issue 8, 2000, Pages 2992-2997

  Krijnsen, Henrike C ^a   Bakker, Rembrandt ^a   Van Kooten, Wijnand E J ^a   Calis, Hans Peter A ^a   Verbeek, Ruud P ^b   Van Den Bleek, Cor M ^a  

^a DELFT UNIVERSITY OF TECHNOLOGY   (Netherlands)

^b TNO   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

NITROGEN OXIDE EMISSION; POLYNOMIAL NARX ALGORITHM; SPLIT AND FIT ALGORITHM; TRANSIENT DIESEL ENGINE EXHAUST GAS;

AIR POLLUTION CONTROL; ALGORITHMS; CATALYSIS; DIESEL ENGINES; EXHAUST GASES; FEEDFORWARD NEURAL NETWORKS; MATHEMATICAL MODELS; REDUCTION;

NITROGEN OXIDES;

NITRIC OXIDE; REDUCING AGENT;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; DIESEL ENGINE; EXHAUST GAS; NONLINEAR SYSTEM; POLLUTION CONTROL; PREDICTION; REDUCTION; STATISTICAL MODEL;

EID: 0034253908     PISSN: 08885885     EISSN: None     Source Type: Journal    
DOI: 10.1021/ie9906666     Document Type: Article

References (20)

1. Bakker, R.; Takens, F.; Schouten, J. C.; Giles, C. L.; Coppens, M.-O.; Takens, F.; van den Bleek, C. M. Robust learning of chaotic attractors. In Advances in Neural Information Processing Systems 12; Solla, S. A., Leen, T. K., Müller, K.-R., Eds.; MIT Press: Cambridge, MA, 2000 (in press).
2. Miller, R.; Davis, G.; Lavoie, G.; Newman, C.; Gardner, T. A Super-Extended Zel'dovich Mechanism for NOx Modelling and Engine Calibration. SAE Prepr. 1998, P-980781.
3. Pitsch, H.; Barths, H.; Peters, N. Three-dimensional modeling of NOx and soot formation in DI-diesel engine using detailed chemistry based on the flamelet approach. SAE Prepr. 1996, P-962057.
4. Dickey, D. W.; Ryan, T. W.; Matheaus, A. C. NOx Control in Heavy-Duty Diesel Engines - What is the Limit? SAE Prepr. 1998, P-980174.
5. Schlemmer-Kelling, U.; Hopmann, U. The advantages of the variable medium-speed engine concerning emission and fuel consumption. Int. Congr. Combust. Eng., Proc. 22nd 1998, 4, 841.
6. Stebler, H.; Bouchoulos, K.; Eberle, M. K.; Geist, M.; Vlaskos, I. Reduction of NOx-emissions of a medium-speed DI Diesel engine using Miller system, exhaust gas recirculation, variable nozzle turbocharger and common rail fuel injection. Int. Congr. Combust. Eng., Proc. 22nd 1998, 4, 857.
7. x control. Can. J. Chem. Eng. 2000, 78, 408.
8. Rumelhart, D. E.; Hinton, G. E.; Williams, R. J. Learning representations by back-propagating errors. Nature (London) 1986, 323, 533.
9. Brown, M.; Harris, C. Neurofuzzy adaptive modelling and control; Prentice Hall: Englewood Cliffs, NJ, 1994.
10. Beale, R.; Jackson, T. Neural computing, an introduction; Hilger: Bristol, U.K., 1990.
11. Jackson, J. E. A User's Guide to Principal Components; Wiley Series in Probability and Mathematical Statistics: Applied Probability and Statistics Section; John Wiley & Sons: New York, 1991.
12. Leontaritis, I. J.; Billings, S. A. Model selection and validation methods for nonlinear systems. Int. J. Control 1987, 45(1), 311.
13. Chen, S.; Billings, S. A. Representations of nonlinear systems: the NARMAX model. Int. J. Control 1989, 49 (3), 1013.
14. Billings, S. A.; Gray, J. O.; Owens, D. H. Nonlinear system design; IEE control Engineering Series 25; Peregrinus: London, 1984.
15. Billings, S. A.; Liu, Y. P. An orthogonal parameter estimation algorithm for nonlinear stochastic systems. Int. J. Control 1988, 48 (1), 193.
16. Billings, S. A.; Korenberg, M. J.; Chen, S. Identification of nonlinear output-affine systems using an orthogonal least-squares algorithm. Int. J. Syst. Sci. 1988, 19 (8), 1559.
17. Billings, S. A.; Voon, W. S. F. A prediction-error and stepwise regression estimation algorithm for nonlinear systems. Int. J. Control 1986, 44 (3), 803.
18. Bakker, R.; Schouten, J. C.; Giles, C. L.; Takens, F.; van den Bleek, C. M. Learning chaotic attractors by neural networks. Neural Comput. 2000, accepted for publication.
19. Bakker, R.; Schouten, J. C.; Coppens, M.-O.; Takens, F.; van den Bleek, C. M. Orthogonal least squares pruning of multilayer perceptrons. 2000, in preparation.
20. Challen, B. J. Electronic diesel engine management systems, Diesel particulates & NOx emissions course, Leeds, Great Britain, April 14-18, 1997.