A hybrid machine LEARNING-CFD method for the innovative analysis of Al2O3 nanoparticle deposition in shell-and-tubes heat exchangers

SH Godasiaei, P Talebizadehsardari - Thermal Science and Engineering …, 2024 - Elsevier
This study examines the intricate dynamics surrounding the deposition of Al 2 O 3
nanoparticles within a heat exchanger, with the aim of optimizing heat transfer efficiency and …

Leveraging machine learning and computational approaches for predicting nanoparticle deposition in shell and tube heat exchangers

SH Godasiaei - Powder Technology, 2024 - Elsevier
This study investigates methods to enhance heat transfer efficiency and analyze fluid
dynamics by examining aluminum oxide nanoparticle deposition in circular tube heat …

[HTML][HTML] Enhancement of Heat Transfer Using Water/Graphene Nanofluid and the Impact of Passive Techniques—Experimental, Numerical, and ML Approaches

J Syed - Energies, 2024 - mdpi.com
This study examines heat transfer characteristics by employing a combined augmentation
technique that utilises nozzle-type inserts to induce swirling in water/graphene nanofluids at …

Prediction of boundary heat flux in mold by inverse problem method

X Jin, M Sun, Z Wang, Y Wu, C Xu - Numerical Heat Transfer, Part …, 2024 - Taylor & Francis
This study utilizes inverse heat transfer techniques to analyze heat flux distribution within a
mold. By collecting temperature data from thermocouples, a two-dimensional heat transfer …