Publication: ANN, numerical and experimental analysis on the jet impingement nanofluids flow and heat transfer characteristics in the micro-channel heat sink
1
0
Issued Date
2019
Resource Type
File Type
application/pdf
ISSN
179310
Other identifier(s)
2-s2.0-85056764796
Rights Holder(s)
Scopus
Bibliographic Citation
International Journal of Heat and Mass Transfer. Vol 131, (2019), p.329-340
Suggested Citation
Naphon P., Wiriyasart S., Arisariyawong T., Nakharintr L. ANN, numerical and experimental analysis on the jet impingement nanofluids flow and heat transfer characteristics in the micro-channel heat sink. International Journal of Heat and Mass Transfer. Vol 131, (2019), p.329-340. doi:10.1016/j.ijheatmasstransfer.2018.11.073 Retrieved from: https://hdl.handle.net/20.500.14740/5442
Author(s)
Abstract
In the present study, the application of computational fluid dynamic and artificial neural network to analyze the nanofluids jet impingement heat transfer and pressure drop in the micro-channel heat sink have been presented. For the ANN model, the Levenberg-Marquardt Backwardpropagation (LMB) training algorithm is applied to adjust errors for obtaining the optimal ANN model. For the numerical analysis, the Eulerian two-phase approach model has been used to analyze the problem. The results obtained from the ANN and CFD are verified with the measured data. Based on the optimal ANN model, the majority of the data falls within ±1.5% of the Nusselt number and pressure drop, respectively. While the maximum error for all cases between the measured data and the predicted results is 1.25%. The obtained optimal artificial neural network model and CFD have been applied to analyze the heat transfer and pressure drop the micro-channel heat sink with various configurations. © 2018 Elsevier Ltd
Subject(s)
Computational fluid dynamics
Drops
Heat sinks
Heat transfer
Jets
Neural networks
Pressure drop
Training aircraft
Artificial neural network modeling
Flow and heat transfer
Heat transfer and pressure drop
Jet impingement
Levenberg-Marquardt
Micro channel heat sinks
Nanofluids
Numerical and experimental analysis
Nanofluidics
Drops
Heat sinks
Heat transfer
Jets
Neural networks
Pressure drop
Training aircraft
Artificial neural network modeling
Flow and heat transfer
Heat transfer and pressure drop
Jet impingement
Levenberg-Marquardt
Micro channel heat sinks
Nanofluids
Numerical and experimental analysis
Nanofluidics