Summary
In this paper, the authors apply an adaptive neuro-fuzzy inference system (ANFIS) model for prediction of the heat transfer rate of the wire-on-tube type heat exchanger. Limited experimental data was used for training and testing ANFIS configuration with the help of hybrid learning algorithm consisting of back propagation and least-squares estimation. The predicted values are found to be in good agreement with the actual values from the experiments with mean relative error less than 2.55%. Also, they compared the proposed ANFIS model to an ANN approach. Results show that the ANFIS model has more accuracy in comparison to ANN approach. Therefore, we can use ANFIS model to predict the performances of thermal systems in engineering applications, such as modelling heat exchangers for heat transfer analysis.
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Details
- Original title: Prediction of the heat transfer rate of a single layer wire-on-tube type heat exchanger using ANFIS.
- Record ID : 2009-2276
- Languages: English
- Source: International Journal of Refrigeration - Revue Internationale du Froid - vol. 32 - n. 8
- Publication date: 2009/12
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Indexing
- Themes: Heat transfer
- Keywords: Fuzzy logic; Finned tube; Heat transfer; Artificial neural network; Modelling; Heat exchanger
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Neural network analysis of fin-tube refrigerati...
- Author(s) : PACHECO-VEGA A., SEN M., YANG K. T., et al.
- Date : 2001/02
- Languages : English
- Source: International Journal of Heat and Mass Transfer - vol. 44 - n. 4
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Simulation of heat exchanger performance by art...
- Author(s) : DIAZ G., YANG K. T., SEN M., MCCLAIN R. L.
- Date : 1999/07
- Languages : English
- Source: HVAC&R Research - vol. 5 - n. 3
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A genetic algorithm for fin profile optimization.
- Author(s) : FABBRI G.
- Date : 1997/06
- Languages : English
- Source: International Journal of Heat and Mass Transfer - vol. 40 - n. 9
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Modelling flow boiling heat transfer of pure fl...
- Author(s) : SCALABRIN G., CONDOSTA M., MARCHI P.
- Date : 2006/07
- Languages : English
- Source: International Journal of thermal Sciences - vol. 45 - n. 7
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Mixtures flow boiling: modelling heat transfer ...
- Author(s) : SCALABRIN G., CONDOSTA M., MARCHI P.
- Date : 2006/07
- Languages : English
- Source: International Journal of thermal Sciences - vol. 45 - n. 7
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