Jet Engine Turbine and Compressor Characteristics Approximation by Means of Artificial Neural Networks
This paper is concerned with the approximation problem of the SO-3 jet engine turbine and compressor characteristics. Topology selection of multilayer feedforward artificial neural networks is investigated. Neural models are compared with Takagi-Sugeno fuzzy models in terms of approximation accuracy and complexity.
KeywordsHide Layer Hide Node Fuzzy Model Feedforward Neural Network Neural Model
Unable to display preview. Download preview PDF.
- 1.Bazaraa, M.S., Sherali, J., Shetty, K.: Nonlinear programming: theory and algorithms. Prentice-Hall, Englewood Cliffs (1999)Google Scholar
- 2.Bishop, C.M.: Neural networks for pattern recognition. Oxford University Press, Oxford (1995)Google Scholar
- 3.Bishop, P., Murray, W., Wright, M.: Practical optimization. Academic Press, New York (1981)Google Scholar
- 4.Hassibi, B., Stork, B.: Second order derivatives for network prunning: Optimal brain surgeon. In: Advances of NIPS5, pp. 164–171. Morgan Kaufmann, San Francisco (1993)Google Scholar
- 5.Haykin, S.: Neural networks – a comprehensive foundation. John Wiley & Sons, Chichester (1993)Google Scholar
- 7.LeCun, Y., Denker, J., Solla, S.: Optimal brain damage. In: Advances of NIPS2, pp. 598–605. Morgan Kaufmann, San Francisco (1990)Google Scholar
- 9.Pawlak, W.I.: Nonlinear observer of a single-flow single-flow jet turbine engine during operation. Journal of KONES International Combustion Engines. European Science Society of Powertrain and Transport Publication (2005)Google Scholar
- 10.Pawlak, W.I.: Nonlinear observer in control system of a turbine jet engine. The Archive of Mechanical Engineering. L, 227–245 (2003)Google Scholar
- 11.Pawlak, W.I., Wiklik, K., Morawski, M.J.: Jet engine control system design and development by means of computer simulation methods (in Polish). Scientific Library of the Institute of Aviation. Warsaw (1996)Google Scholar
- 13.Wang, L.X.: Adaptive fuzzy systems and control. Prentice-Hall, Upper Saddle River (1994)Google Scholar