A predictive model based on a 3-D computational approach for film cooling effectiveness over a flat plate using GMDH-type neural networks

被引:12
作者
Naghashnejad, M. [1 ]
Amanifard, N. [1 ]
Deylami, H. M. [1 ]
机构
[1] Univ Guilan, Dept Mech Engn, Fac Engn, Rasht 3756, Iran
关键词
HEAT-TRANSFER; PART I; HOLE; FLOW;
D O I
10.1007/s00231-013-1239-3
中图分类号
O414.1 [热力学];
学科分类号
摘要
A 3-D numerical solution is implemented for investigating incompressible turbulent flow and thermal fields of film cooling through a single row of inclined cylindrical holes over a flat plate model. The effects of parameters of interest on the film cooling performance have been simulated. The group method of data handling (GMDH)-type neural networks successfully employed for modeling and presenting a correlation for area-weighted average adiabatic film cooling effectiveness.
引用
收藏
页码:139 / 149
页数:11
相关论文
共 32 条
[1]   Modelling and Pareto optimization of heat transfer and flow coefficients in microchannels using GMDH type neural networks and genetic algorithms [J].
Amanifard, N. ;
Nariman-Zadeh, N. ;
Borji, M. ;
Khalkhali, A. ;
Habibdoust, A. .
ENERGY CONVERSION AND MANAGEMENT, 2008, 49 (02) :311-325
[2]   SYSTEM IDENTIFICATION - SURVEY [J].
ASTROM, KJ ;
EYKHOFF, P .
AUTOMATICA, 1971, 7 (02) :123-+
[3]   Film cooling from shaped holes [J].
Bell, CM ;
Hamakawa, H ;
Ligrani, PM .
JOURNAL OF HEAT TRANSFER-TRANSACTIONS OF THE ASME, 2000, 122 (02) :224-232
[4]   Computational intelligence and soft computing for space applications [J].
Berenji, HR .
IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 1996, 11 (08) :8-10
[5]   Gas turbine film cooling [J].
Bogard, DG ;
Thole, KA .
JOURNAL OF PROPULSION AND POWER, 2006, 22 (02) :249-270
[6]   A detailed analysis of film cooling physics: Part IV - Compound-angle injection with shaped holes [J].
Brittingham, RA ;
Leylek, JH .
JOURNAL OF TURBOMACHINERY-TRANSACTIONS OF THE ASME, 2000, 122 (01) :133-145
[7]  
Farlow S.J., 1984, SELF ORG METHOD MODE
[8]   VORTICAL STRUCTURE IN THE WAKE OF A TRANSVERSE JET [J].
FRIC, TF ;
ROSHKO, A .
JOURNAL OF FLUID MECHANICS, 1994, 279 :1-47
[9]  
Goldstein R.J., 1971, Film Cooling, Advances in Heat and Mass Transfer, V7, P321
[10]   POLYNOMIAL THEORY OF COMPLEX SYSTEMS [J].
IVAKHNENKO, AG .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1971, SMC1 (04) :364-+