Use of Artificial Neural Networks for Prediction of Convective Heat Transfer in Evaporative Units

Ingeniería, Investigación y Tecnología - Tập 15 - Trang 93-101 - 2014
Romero-Méndez Ricardo1, Hidalgo-López Juan Manuel1
1Faculty of Engineering Universidad Autónoma de San Luis Potosí

Tài liệu tham khảo

Diaz, 1996, 45 Díaz G.C. Simulation and Control of Heat Exchangers Using Artificial Neural Networks, Thesis (PhD), Department of Aerospace and Mechanical Engineering, University of Notre Dame, 2000. Ermis, 2007, Heat Transfer Analysis of Phase Change Process in a Finned-Tube Thermal Energy Storage System Using Artificial Neural Network., International Journal of Heat and Mass Transfer,, 50, 3163, 10.1016/j.ijheatmasstransfer.2006.12.017 Ermis, 2008, ANN Modeling of Compact Heat Exchangers., International Journal of Energy Research,, 32, 581, 10.1002/er.1380 Ghajar, 2004, Improved Heat Transfer Correlation in the Transition Region for a Circular Tube with Three Inlet Configurations Using Artificial Neural Networks., Heat Transfer Engineering,, 25, 30, 10.1080/01457630490276097 Hecht-Nielsen, 1987 Hosoz, 2008, Modelling of a Direct Evaporative Air Cooler Using Artificial Neural Network., International Journal of Energy Research,, 32, 83, 10.1002/er.1336 Islamoglu, 2005, Modeling of Thermal Performance of a Cooling Tower Using an Artificial Neural Network., Heat Transfer Engineering,, 26, 73, 10.1080/01457630590916301 Jambunathan, 1996, Evaluating Convective Heat Transfer Coefficient Using Neural Networks, International Journal of Heat and Mass Transfer,, 39, 2329, 10.1016/0017-9310(95)00332-0 Kiran, 2011, An Effectiveness Model for an Indirect Evaporative Cooling (IEC) System: Comparison of Artificial Neural Networks (ANN) Adaptive Neuro-Fuzzy Inference System (ANFIS) and Fuzzy Inference System (FIS) Approach., Applied Soft Computing,, 11, 3525, 10.1016/j.asoc.2011.01.025 Liu, 1991, A General Correlation for Saturated and Subcooled Flow Boiling in Tubes and Annuli Bbased on a Nucleate Pool Boiling Equation., International Journal of Heat and Mass Transfer,, 34, 2759, 10.1016/0017-9310(91)90234-6 Pacheco-Vega, 2002, Simulation of Compact Heat Exchangers Using Global Regression and Soft Computing, Thesis (PhD), Department of Aerospace and Mechanical Engineering, University of Notre Dame Pacheco-Vega, 2001, Heat Rate Predictions in Humid Air-Water Heat Exchangers Using Correlations and Neural Networks., ASME Journal of Heat Transfer,, 123, 348, 10.1115/1.1351167 Pacheco-Vega, 2001, Neural Network Analysis of Fin-Tube Refrigeration Heat Exchanger with Limited Experimental Data., International Journal of Heat and Mass Transfer,, 44, 763, 10.1016/S0017-9310(00)00139-3 Peng, 2009, Neural Networks Analysis of Thermal Characteristics on Plate-Fin Heat Exchangers with Limited Experimental Data., Applied Thermal Engineering,, 29, 2251, 10.1016/j.applthermaleng.2008.11.011 Rumelhart, 1986, Learning Internal Representation by Error Propagation. Thibault, 1991, Neural Network Methodology for Heat Transfer Data Analysis, International Journal of Heat and Mass Transfer,, 34, 2063, 10.1016/0017-9310(91)90217-3 Wang, 2006, Prediction of Heat Transfer Rates for Shell-and-Tube Heat Exchangers by Artificial Neural Networks Approach., International Journal of Thermal Sciences,, 15, 257, 10.1007/s11630-006-0257-6 Zdaniuk, 2007, Correlating Heat Transfer and Friction in Helically-Finned Tubes Using Artificial Neural Networks., International Journal of Heat and Mass Transfer,, 50, 4713, 10.1016/j.ijheatmasstransfer.2007.03.043 Zhao, 2010, Network Modeling of Fin-and- Tube Evaporator Performance Under Dry and Wet Conditions., ASME Journal of Heat Transfer,, 132, 10.1115/1.4000950 Zhao, 2010, Fin-and-Tube Condenser Performance Evaluation Using Neural Networks., International Journal of Refrigeration,, 33, 625, 10.1016/j.ijrefrig.2009.11.008