Velocity field reconstruction in the mixing region of swirl sprays using general regression neural network

Journal of Fluids Engineering, Transactions of the ASME

Volumn 127, Issue 1, 2005, Pages 14-23

  Ghorbanian, K ^a   Soltani, M R ^a   Morad, M R ^a   Ashjaee, M ^b  

^a SHARIF UNIVERSITY OF TECHNOLOGY   (Iran)

^b UNIVERSITY OF TEHRAN   (Iran)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; ANEMOMETERS; CHARGE COUPLED DEVICES; EXTRAPOLATION; MATHEMATICAL MODELS; OPTIMIZATION; PROBABILITY; RADIAL BASIS FUNCTION NETWORKS; REGRESSION ANALYSIS; SPRAYING; STRUCTURAL DESIGN; SWIRLING FLOW; VELOCITY MEASUREMENT;

GENERAL REGRESSION NEURAL NETWORK (GRNN); PHASE DOPPLER ANEMOMETER (PDA); SWIRL SPRAYS; VELOCITY FIELD RECONSTRUCTION;

COMPUTATIONAL FLUID DYNAMICS;

EID: 17444362226     PISSN: 00982202     EISSN: None     Source Type: Journal    
DOI: 10.1115/1.1852472     Document Type: Article

References (23)

1. Amir, M. A., Awais, M. M., Watkins, A. P., and Lockwood, F. C., 1999, "CFD and Neural Network Modeling of Dense Propane Spray," Atomization Conference, ILASS-Europe'99, Toulouse, France, July 5-7.
2. Schulte, G., Guardani, R., and Oller do Nascimento, C. A., 1999, "Study of the Spray Structure of a Fan Atomizer by Means of a Neural Network-Based Mathematical Model," Atomization Conference, ILASS-Europe'99, Toulouse, France, July 5-7.
3. Pruvost, J., Legrand, J., and Legentilhomme, P., 2001, "Three-Dimensional Swirl Flow Velocity-Field Reconstruction Using a Neural Network With Radial Basis Function," J. Fluids Eng., 123, pp. 920-927.
4. Wasserman, P. D., 1993, Advanced Methods in Neural Computing, Van Nostrand Reinhold.
5. Cichocki, A., and Unbehauen, R., 1993, Neural Networks for Optimization and Signal Processing, Wiley, New York.
6. Parzen, E., 1962, "On Estimation of a Probability Density Function and Mode," Ann. Math., 33, pp. 1065-1076.
7. Cacoullos, T., 1966, "Estimation of a Multivariable Density," Ann. Inst. Stat. Math., 18, No. 2, pp. 179-189.
8. Specht, D. F., 1991, "A General Regression Neural Network," IEEE Trans. Neural Netw., 2, No. 6, pp. 568-576.
9. Bachalo, W. D., 2000, "Spray Diagnostics for the Twenty-First Century," Atomization Sprays, 10, pp. 439-474.
10. Lee, S. Y., and Tankin, R. S., 1984, "Study of Liquid Spray (Water) in a Non-Condensable Environment (Air)," Int. J. Heat Mass Transfer, 27, No. 3, pp. 351-361.
11. Lee, S. Y., and Tankin, R. S., 1984, "Study of Liquid Spray (Water) in a Condensable Environment (Steam)," Int. J. Heat Mass Transfer, 27, No. 3, pp. 363-374.
12. Adzic, M., Carvalho, I. S., and Heitor, M. V., 2001, "Visualization of the Disintegration of an Annular Liquid Sheet in a Coaxial Airblast Injector at Low Atomizing Air Velocities," Opt. Diagnostics Eng., 5, No. 1, pp. 27-38.
13. Ruff, G. A., Sagar, A. D., and Faeth, G. M., 1989, "Structure and Mixing Properties of Pressure-Atomized Sprays," AIAA J., 27, No. 7, pp. 901-908.
14. Yule, A. J., Sharief, R. A., Jeong, J. R., Nasr, G. G., and James, D. D., 2000, "The Performance Characteristics of Solid-Cone- Spray Pressure Swirl Atomizers," Atomization Sprays, 10, pp. 627-646.
15. Dorfner, V., Domnick, J., Durst, F., and Kohler, R., 1996, "Viscosity and Surface Tension Effects in Pressure Swirl Atomization, " Atomization Sprays, 5, pp. 261-285.
16. Ghorbanian, K., Ashjaee, M., Soltani, M. R., Mesbahi, M. H., and Morad, M. R., 2003, "Experimental Flow Visualization of Single Swirl Spray Pattern at Various Pressure Drops," AIAA-2003-4758, AIAA 39th Joint Propulsion Conference and Exhibit, Huntsville, Alabama, USA, 20-23 July.
17. Ghorbanian, K., Ashjaee, M., Soltani, M. R., Mesbahi, M. H., and Morad, M. R., 2003, "Experimental Study of the Spray of a Liquid-Liquid Coaxial Swirl Injector for Different Injection Pressures," 9th International Conference on Liquid Atomization and Spray Systems, ICLASS 2003, Sorrento, Italy.
18. Ghorbanian, K., Ashjaee, M., Soltani, M. R., Mesbahi, M. H., and Morad, M. R., 2002, "PDA Droplet Size and Velocity Measurement of a Swirl Atomized Spray," 9th Asian Congress of Fluid Mechanics, Isfahan, Iran.
19. Ashjaee, M., Soltani, M. R., Ghorbanian, K., and Morad, M. R., 2002, "PDA Study of Two Phase Flow in a Spray Field of a Jet-Swirl Type Injector," 3rd Australian Conference on Laser Diagnostics in Fluid Mechanics and Combustion, Australia.
20. Ashjaee, M., Ghorbanian, K., Soltani, M. R., Mesbahi, M. H., and Morad, M. R., 2002, "PDA Measurements of Droplet Size and Velocity In Mixing Region of Two Sprays," 9th Conference of Iranian Society of Mechanical Engineers, Tehran, Iran.
21. Soltani, M. R., Ghorbanian, K., Ashjaee, M., and Morad, M. R., 2003, "Neural Network Analysis of Single Swirl Spray Pattern at Various Pressure Drops," AIAA-2003-4757, AIAA 39th Joint Propulsion Conference and Exhibit, Huntsville, Alabama, USA, 20-23 July.
22. Soltani, M. R., Ghorbanian, K., Ashjaee, M., Mesbahi, M. H., and Morad, M. R., 2003, "Prediction of Velocity Distribution in the Mixing Region of Swirl Sprays Using Neural Network Implementation," AIAA-2003-4270, AIAA 33rd Fluid Dynamics Conference, Orlando, Florida, USA, 23-26 June.
23. Morad, M. R., 2005, "Determination of the Spray Characteristics of a Liquid-Liquid Coaxial Injector Utilizing PDA and Neural Network Analysis," Sharif University of Technology, Tehran, Iran, January.