Axial compressor performance map prediction using artificial neural network

Proceedings of the ASME Turbo Expo

Volumn 6 PART B, Issue , 2007, Pages 1199-1208

  Ghorbanian, Kaveh ^a   Gholamrezaei, Mohammad ^a  

^a SHARIF UNIVERSITY OF TECHNOLOGY   (Iran)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER SIMULATION; MULTILAYER NEURAL NETWORKS; RADIAL BASIS FUNCTION NETWORKS; REGRESSION ANALYSIS;

AXIAL COMPRESSORS; REGRESSION NEURAL NETWORKS;

COMPRESSORS;

EID: 34548745243     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1115/GT2007-27165     Document Type: Conference Paper

References (17)

1. Kuhnel, J., Gyarmathy, G., and Ortmann, P., 1999, "Estimation of the Compressor Map for Incompletely Specified Axial Compressors," International Gas Turbine Congress, ETH Turbomachinery Lab. (LSM), Kobe.
2. Kurzke J., 1996, "How to Get Component Maps for an Aircraft Gas-Turbine's Performance Calculations," ASME paper No. 96-GT-164.
3. Moraal, P., and Kolmanovsky, I., 1999, "Turbocharger Modeling for Automotive Control Application," SAE Transactions, 108, pp. 1324-1338.
4. Bao, C., Ouyang, M., and Yi, B., June 2006, "Modeling and Optimization of the Air System in Polymer Exchange Membrane Fuel Cell System," J. Power Sources, 156 (2), pp. 232-243.
5. Yu Y, Chen L, Sun F, Wu C., January 2007, "NeuralNetwork Based Analysis and Prediction of a Compressor's Characteristic Performance Map" J. Applied Energy, 84 (1), pp. 48-55.
6. MacKay, D. J. C., 1992, "Bayesian Interpolation," Neural Computation, 4(3), pp. 415-447.
7. Foresee, F. D., and Hagan, M. T., 1997, "GaussNewton Approximation to Bayesian Regularization," Proceedings of the 1997 International Joint Conference on Neural Networks.
8. Hagan M. T. and Menhaj M., 1994, "Training Multilayer Networks with the Marquardt Algorithm," IEEE Trans. Neural Networks, 5(6), pp. 989-993.
9. Jang, J.-S.R., Sun, C.-T & Mizutani, E. 1997, NeuroFuzzy and Soft Computing, Prentice Hall, Upper Saddle River, New Jersey, USA, Chap. 9.
10. Specht, D. F., 1991 "A General Regression Neural Network," IEEE Trans. Neural Networks, 2(6), pp. 568-576.
11. Parzen, E., 1962, "On Estimation of a Probability Density Function and Mode," Ann. Math., 33, pp. 1065- 1076.
12. Cacoullos, T., 1966, "Estimation of a Multivariable Density," Ann. Inst. Stat. Math., 18(2), pp. 179-189.
13. Gholamrezaei, M., 2006, "Neural Network Modeling of Axial Compressor Performance Map," M.S. Thesis, Sharif University of Technology, Tehran.
14. Oates, G. C., 1985, Aerothermodynamics of Aircraft Engine Components, AIAA Education Series, New York, USA.
15. Oates, G. C., 1988, Aerothermodynamics of Gas Turbine and Rocket Propulsion, AIAA Education Series, New York, USA, Chap. 8.
16. Kong, C. D., Kho, S., and Ki, J. Y, 2006, "Component Map Generation of a Gas Turbine Using Genetic Algorithms," ASME J. Eng. Gas Turbines Power, 128(1), pp. 92-96.
17. Nelson II, S.A.; Filipi, Z.S.; Assanis, D.N., 1996, "The Use of Neural Networks for Matching Compressors with Diesel Engines," Proc. Spring Technical Conf ASME Internal Combustion Engine Div. Session on Modeling, Youngstown, OH.