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Optimization of elliptical pin-fin microchannel heat sink based on artificial neural network
C Yu, X Zhu, Z Li, Y Ma, M Yang, H Zhang - International Journal of Heat …, 2023 - Elsevier
Conjugate fluid-solid heat transfer in a pin-fin microchannel heat sink is an effective way to
dissipate heat from the heating surface with high heat flux. The introduction of fins increases …
dissipate heat from the heating surface with high heat flux. The introduction of fins increases …
Study on thermal-hydraulic performance of printed circuit heat exchangers with supercritical methane based on machine learning methods
Q Li, Q Zhan, S Yu, J Sun, W Cai - Energy, 2023 - Elsevier
In this study, a machine learning approach was used to predict thermal-hydraulic
performance of supercritical methane flow in a printed circuit heat exchanger (PCHE). Local …
performance of supercritical methane flow in a printed circuit heat exchanger (PCHE). Local …
Multi-objective optimization of a laterally perforated-finned heat sink with computational fluid dynamics method and statistical modeling using response surface …
The present paper examines turbulent flow and heat transfer characteristics of a three-
dimensional laterally perforated finned heat sink (LPFHS) using response surface …
dimensional laterally perforated finned heat sink (LPFHS) using response surface …
The application of physics-informed machine learning in multiphysics modeling in chemical engineering
Physics-Informed Machine Learning (PIML) is an emerging computing paradigm that offers a
new approach to tackle multiphysics modeling problems prevalent in the field of chemical …
new approach to tackle multiphysics modeling problems prevalent in the field of chemical …
A novel insight into the design of perforated-finned heat sinks based on a hybrid procedure: Computational fluid dynamics, machine learning, multi-objective …
The optimal design of heat sinks presents a challenge for engineers. Using longitudinal
perforations is an innovative technique employed in the design of parallel finned heat sinks …
perforations is an innovative technique employed in the design of parallel finned heat sinks …
Prediction technique for flow boiling heat transfer and critical heat flux in both microgravity and Earth gravity via artificial neural networks (ANNs)
This study is part of the Flow Boiling and Condensation Experiment (FBCE) and utilizes flow
boiling data collected in both microgravity onboard the International Space Station (ISS) and …
boiling data collected in both microgravity onboard the International Space Station (ISS) and …
[HTML][HTML] Combining artificial intelligence and computational fluid dynamics for optimal design of laterally perforated finned heat sinks
The efficient design of heat sinks is a severe challenge in thermo-fluid engineering. A
creative and innovative way is applying lateral perforations to parallel finned heat sinks. The …
creative and innovative way is applying lateral perforations to parallel finned heat sinks. The …
[HTML][HTML] Investigating thermal performance enhancement in perforated pin fin arrays for cooling electronic systems through integrated CFD and deep learning analysis
Pin fin heat sinks have garnered considerable attention within the realm of thermal
management for high-heat-flux electronics systems. This study advances the understanding …
management for high-heat-flux electronics systems. This study advances the understanding …
Heat transfer performance prediction of Taylor–Couette flow with longitudinal slits using artificial neural networks
A numerical analysis is performed to examine the heat transfer performance of turbulence
inside coaxial cylinders with complex slit surfaces. The comparison is conducted for various …
inside coaxial cylinders with complex slit surfaces. The comparison is conducted for various …
Assessment of machine learning models and conventional correlations for predicting heat transfer coefficient of liquid hydrogen during flow boiling
H Yang, J Wang, J Wen, H **e - International Journal of Hydrogen Energy, 2024 - Elsevier
Liquid hydrogen has attracted widespread attention due to industrial decarbonization as an
excellent carrier of renewable energy accommodation. Accurate prediction of the heat …
excellent carrier of renewable energy accommodation. Accurate prediction of the heat …