Neural networks analysis of thermal characteristics on plate-fin heat exchangers with limited experimental data

[1]  Mark A. Kramer,et al.  Diagnosis using backpropagation neural networks—analysis and criticism , 1990 .

[2]  Jules Thibault,et al.  A neural network methodology for heat transfer data analysis , 1991 .

[3]  George Chryssolouris,et al.  Confidence interval prediction for neural network models , 1996, IEEE Trans. Neural Networks.

[4]  A. J. Morris,et al.  Confidence bounds for neural network representations , 1997 .

[5]  Mihir Sen,et al.  Simulation of heat exchanger performance by artificial neural networks , 1999 .

[6]  Federico Girosi,et al.  Generalization bounds for function approximation from scattered noisy data , 1999, Adv. Comput. Math..

[7]  James D. Garber,et al.  Predicting Temperature Profiles in Producing Oil Wells Using Artificial Neural Networks , 2000 .

[8]  Rodney L. McClain,et al.  Heat Rate Predictions in Humid Air-Water Heat Exchangers Using Correlations and Neural Networks , 2001 .

[9]  Mihir Sen,et al.  Dynamic prediction and control of heat exchangers using artificial neural networks , 2001 .

[10]  Rodney L. McClain,et al.  Neural network analysis of fin-tube refrigerating heat exchanger with limited experimental data , 2001 .

[11]  Mihir Sen,et al.  Adaptive neurocontrol of heat exchangers , 2001 .

[12]  Yasar Islamoglu,et al.  A new approach for the prediction of the heat transfer rate of the wire-on-tube type heat exchanger––use of an artificial neural network model , 2003 .

[13]  Simultaneous determination of in- and over-tube heat transfer correlations in heat exchangers by global regression , 2003 .

[14]  Y. Islamoglu,et al.  Heat transfer analysis using ANNs with experimental data for air flowing in corrugated channels , 2004 .

[15]  G. Xie,et al.  Prediction of heat transfer rates for shell-and-tube heat exchangers by artificial neural networks approach , 2006 .

[16]  Qiuwang Wang,et al.  Heat transfer analysis for shell-and-tube heat exchangers with experimental data by artificial neural networks approach , 2007 .

[17]  S. V. Dudul.  Identification of a Liquid Saturated Steam Heat Exchanger using Focused Time Lagged Recurrent Neural Network Model , 2007 .

[18]  Ling Xiang.  Numerical and experimental study on flow and heat transfer performance of some compact surface recuperators , 2008 .

[19]  Hao Peng,et al.  Numerical modeling and experimental verification of flow and heat transfer over serrated fins at low Reynolds number , 2008 .

[20]  Kemal Ermis,et al.  ANN modeling of compact heat exchangers , 2008 .