Adaptive neuro-fuzzy inference system (ANFIS) to predict the forced convection heat transfer from a v-shaped plate

This paper reports the application of the adaptive neuro-fuzzy inference system to model the forced convection heat transfer from v-shaped plate internal surfaces exposed to an air impingement slot jet. The aim of the current study is to consider the effects of the angle of the v-shaped plate $$ (\Upphi ) $$, slot-to-plate spacing ratio (Z/W) and the Reynolds number (Re) variation on the average heat transfer from the v-shaped plate.

[1]  W. Tabakoff,et al.  Gas Turbine Blade Heat Transfer Augmentation by Impingement of Air Jets Having Various Configurations , 1972 .

[2]  Maziar Mahdipour Jalilian,et al.  Prediction of Weld Bead Dilution in GMAW Process Using Fuzzy Logic , 2011 .

[3]  Li-Chih Ying,et al.  Using adaptive network based fuzzy inference system to forecast regional electricity loads , 2008 .

[4]  D. E. Metzger,et al.  Impingement Cooling of Concave Surfaces With Lines of Circular Air Jets , 1969 .

[5]  Nand Kishor,et al.  Adaptive fuzzy model identification to predict the heat transfer coefficient in pool boiling of distilled water , 2009, Expert Syst. Appl..

[6]  H. Thomann,et al.  Effect of streamwise wall curvature on heat transfer in a turbulent boundary layer , 1968, Journal of Fluid Mechanics.

[7]  Alimohammad Karami,et al.  MODELING OF HEAT TRANSFER IN AN AIR COOLER EQUIPPED WITH CLASSIC TWISTED TAPE INSERTS USING ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM , 2013 .

[8]  Betul Bektas Ekici,et al.  Prediction of building energy needs in early stage of design by using ANFIS , 2011, Expert Syst. Appl..

[9]  Masood Aghakhani,et al.  Fuzzy logic to predict the heat transfer in an air cooler equipped with different tube inserts , 2012 .

[10]  W. Pedrycz.  Why triangular membership functions , 1994 .

[11]  Alimohammad Karami,et al.  Artificial Neural Modeling of the Heat Transfer in an Air Cooled Heat Exchanger Equipped with Butterfly Inserts , 2012 .

[12]  R. Viskanta.  Heat transfer to impinging isothermal gas and flame jets , 1993 .

[13]  Chie Gau,et al.  Surface Curvature Effect on Slot-Air-Jet Impingement Cooling Flow and Heat Transfer Process , 1991 .

[14]  H. Martin.  Heat and Mass Transfer between Impinging Gas Jets and Solid Surfaces , 1977 .

[15]  E. Rezaei,et al.  Fuzzy modeling of the forced convection heat transfer from a V-shaped plate exposed to an air slot jet , 2012 .

[16]  Alimohammad Karami,et al.  Optimization of Free Convection Heat Transfer in a Horizontal Cylinder Beneath an Adiabatic Ceiling, Using an Imperialist Competitive Algorithm , 2012 .

[17]  Ertuğrul Çam,et al.  Adaptive neuro-fuzzy inference systems (ANFIS) application to investigate potential use of natural ventilation in new building designs in Turkey , 2007 .

[18]  D. E. Metzger,et al.  Local Heat Transfer in Internally Cooled Turbine Airfoil Leading Edge Regions: Part II—Impingement Cooling With Film Coolant Extraction , 1990 .

[19]  Raymond E. Chupp,et al.  Evaluation of internal heat-transfer coefficients for impingement-cooled turbine airfoils. , 1969 .

[20]  Mustafa Inalli,et al.  Modelling a ground-coupled heat pump system using adaptive neuro-fuzzy inference systems , 2008 .

[21]  E. Rezaei,et al.  Modeling of the free convection heat transfer from an isothermal horizontal cylinder in a vertical channel via the fuzzy logic , 2012 .

[22]  Alimohammad Karami,et al.  Modeling the free convection heat transfer in a partitioned cavity using ANFIS , 2012 .

[23]  R. Viskanta,et al.  Effect of nozzle geometry on local convective heat transfer to a confined impinging air jet , 1996 .

[24]  R. Flack,et al.  Mach-Zehnder interferometer errors resulting from test section misalignment. , 1978, Applied optics.

[25]  R. J. Goldstein,et al.  Measurements in Heat Transfer , 1976 .

[26]  T. Yousefi,et al.  An experimental investigation on the free convection heat transfer in a horizontal cavity consisting of flow diverters , 2012 .

[27]  Mehdi Mehrabi,et al.  Modeling of heat transfer and fluid flow characteristics of helicoidal double-pipe heat exchangers using Adaptive Neuro-Fuzzy Inference System (ANFIS) , 2011 .

[28]  W. Hauf,et al.  Optical Methods in Heat Transfer , 1970 .

[29]  Chuen-Tsai Sun,et al.  Neuro-fuzzy modeling and control , 1995, Proc. IEEE.

[30]  D. E. Metzger,et al.  IMPINGEMENT COOLING PERFORMANCE IN GAS TURBINE AIRFOILS INCLUDING EFFECTS OF LEADING EDGE SHARPNESS , 1972 .

[31]  B. L. Button,et al.  A review of heat transfer data for single circular jet impingement , 1992 .

[32]  T. Yousefi,et al.  Artificial neural network to predict the natural convection from vertical and inclined arrays of horizontal cylinders , 2012 .

[33]  M. F. Blair,et al.  Turbulent Boundary Layer Heat Transfer on Curved Surfaces , 1979 .

[34]  M. B. Bever,et al.  Encyclopedia of Materials Science and Engineering , 2001 .

[35]  Suresh V. Garimella,et al.  Nozzle-geometry effects in liquid jet impingement heat transfer , 1996 .

[36]  Michio Sugeno,et al.  Fuzzy identification of systems and its applications to modeling and control , 1985, IEEE Transactions on Systems, Man, and Cybernetics.

[37]  Y. Varol,et al.  Prediction of flow fields and temperature distributions due to natural convection in a triangular enclosure using Adaptive-Network-Based Fuzzy Inference System (ANFIS) and Artificial Neural Network (ANN) , 2007 .