The use of neural nets for matching fixed or variable geometry compressors with diesel engines

Journal of Engineering for Gas Turbines and Power

Volumn 125, Issue 2, 2003, Pages 572-579

  Nelson II, S A ^a   Filipi, Z S ^a   Assanis, D N ^a  

^a UNIVERSITY OF MICHIGAN   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPRESSOR MAPS; MATHEMATICAL FUNCTIONS; TURBOCHARGED DIESEL ENGINE;

COMPRESSORS; COMPUTER SIMULATION; INTERPOLATION; MATHEMATICAL MODELS; NEURAL NETWORKS; TURBOGENERATORS;

DIESEL ENGINES;

DIESEL ENGINE;

EID: 0038814181     PISSN: 07424795     EISSN: None     Source Type: Journal    
DOI: 10.1115/1.1563239     Document Type: Article

References (23)

1. Watson, N., and Janota, M. S., 1982, Turbocharging the Internal Combustion Engine, John Wiley and Sons, London.
2. Assanis, D. N., and Heywood, J. B., 1986, "Development and Use of a Computer Simulation of the Turbocompounded Diesel System for Engine Performance and Component Heat Transfer Studies," SAE Paper No. 860329.
3. Harp, J., and Oatway, T. P., 1979, "Centrifugal Compressor Development for Variable Area Turbocharger," SAE Paper No. 790066, special publication Turbochargers and Turbocharged Engines SP-442, Warrendale, PA.
4. Franklin, P. C., 1989, "Performance Development of the Holset Variable Geometry Turbocharger," SAE Paper No. 890646, SAE special publication Power Boost - Light, Medium and Heavy Duty Engines SP-780, Warrendale, PA.
5. Hush, D. R., and Horn, B. G., 1993, "Progress in Supervised Neural Networks," IEEE Signal Process. Mag., 10(1), pp. 8-39.
6. Smith, M., 1993, Neural Nets for Statistical Modeling, Van Nostrand Reinhold, New York.
7. Scaife, M. W., Charlton, S. J., and Mobley, C., 1993, "A Neural Network for Fault Recognition," SAE Paper No. 930861.
8. Brace, C. J., Deacon, M., Vaughan, N. D., Charlton, S. J., and Burrows, C. R., 1994, "Prediction of Emissions From a Turbocharged Passenger Car Diesel Engine Using a Neural Network," Proceedings of the Institute of Mechanical Engineers: Turbochargers and Turbocharging, Mechanical Engineering Publications Limited, Suffolk UK.
9. Shayler, P. J., Goodman, M. S., and Ma, T., 1996, "Transient Air/Fuel Ratio Control of an SI Engine Using Neural Networks," SAE Paper No. 960326.
10. Asik, J. R., Peters, J. M., Meyer, G. M., and Tank, D. X., 1997, "Transient A/F Estimation and Control Using Neural Network," SAE Paper No. 970619.
11. Lombardo, G., 1996, "Adaptive Control of a Gas Turbine Engine for Axial Compressor Faults," ASME Paper No. 96-GT-445.
12. Roemer, M. J., and Pomfret, C., 1996, "Engine Health Monitoring (EHM) System for Advanced Diagnostics Monitoring of Gas Turbine Engines," SAE Paper No. 961305.
13. DePold, H. R., and Gass, F. D., 1998, "Application of Expert Systems and Neural Networks to Gas Turbine Prognostics and Diagnostics," ASME Paper No. 98-GT-101.
14. Ludwig, C., and Ayobi, M., 1995, "Fault Detection Schemes for a Diesel Engine Turbocharger," Proceedings of the 1993 American Control Conference, Part 3, Seattle, WA, pp. 2118-2122.
15. Nelson, S., Filipi, Z. S., and Assanis, D. N., 1996, "A Neural Network for Matching the Turbocharger to IC Engine," Proceedings of the 1996 Spring Technical Conference of the ASME Internal Combustion Engine Division, Vol. 26-3, ASME, New York, pp. 35-42.
16. Kessel, J.-A., Schaffnit, J., and Schmidt, M., 1998, "Modelling and Real Time Simulations of a Turbocharger With Variable Turbine Geometry (VTG)," SAE Paper No. 980770.
17. Lippmann, R. P., 1987, "An Introduction to Computing With Neural Nets," IEEE ASSP Mag. 4(2), pp. 4-22.
18. Rumelhart, D. E., Hinton, G. E., and Willians, R. J., 1986, "Learning Representations by Back Propagating Errors," Nature (London), 323, pp. 533-536.
19. Rumelhart, D. E., Hinton, G. E., and Willians, R. J., 1986, "Learning Internal Representations by Error Propagation," Parallel Distributed Processing, Volume 1: Foundations, M.I.T. Press, Cambridge, MA.
20. Jacobs, R. A., 1988, "Increased Rates of Convergence Through Learning Rate Adaptation," Neural Networks, 1(4), pp. 295-308.
21. Watson, N., Pilley, A. D., and Marzoulc, M., 1980, "A Combustion Correlation for Diesel Engine Simulation," SAE Paper No. 800029.
22. Assanis, D. N., 1985, "A Computer Simulation of the Turbocharged Turbocompounded Diesel Engine System for Studies of Low Heat Rejection Engine Performance," Ph.D. thesis, M.I.T., Cambridge, MA.
23. Beale, M., and Demuth, H., 1994, The Neural Net Toolbox User's Guide, The Math Works Inc., Natick, MA.