Can #AI predict complex #nanofluid behaviour?

This study combines simulations and AI to show how magnetic forces and thermal radiation shape Williamson hybrid nanofluids, enabling rapid prediction of #HeatAndMassTransfer.

#OpenAccess in #NanotechnologyReviews: doi.org/10.1515/ntre...

How do rotation and rheology affect #nanofluid heat transfer?

This study finds that rotation reduces skin friction by 68% while boosting #HeatAndMassTransfer by 18% and 8%, offering insights for #ThermalManagement.

#OpenAccess in #NanotechnologyReviews: doi.org/10.1515/ntre...

How do magnetic, thermal and chemical effects reshape #nanofluid flow?

This study reveals how stratification, convection, radiation and chemical reactions influence #HeatAndMassTransfer, guiding advanced engineering applications.

#NanotechnologyReviews: doi.org/10.1515/ntre...

How can #HeatAndMassTransfer be better controlled in advanced #Magnetohydrodynamic systems?

This study shows how magnetic fields, thermal relaxation, curvature and velocity slip can tune #nanofluid flow for advanced #thermalmanagement.

#NanotechnologyReviews: doi.org/10.1515/ntre...

Transport behavior can be tuned for better thermal performance.

This study shows how key parameters control #HeatAndMassTransfer, entropy generation and flow in tri-hybrid #nanofluids for optimized thermal and biomedical systems.

#NanotechnologyReviews: doi.org/10.1515/ntre...

Smarter models can improve thermal system design.

This study combines hybrid ISPH and #XGBoost to predict #HeatAndMassTransfer, helping optimize nano-enhanced phase change materials for industrial applications. #MachineLearning

#NanotechnologyReviews: doi.org/10.1515/ntre...

Researchers analyze #HeatAndMassTransfer in a #trapezoidal cavity with ternary hybrid #nanofluid, showing that buoyancy ratio, obstacle size, #Rayleigh and #LewisNumbers, and #nanoparticle fraction critically shape convection, diffusion & transport.

Nanotechnology Reviews: doi.org/10.1515/ntre...

A hybrid ISPH–#XGBoost framework for modeling #DoubleDiffusion in nano-enhanced phase-change materials, uniting physics-based simulation with #MachineLearning to accurately predict #HeatAndMassTransfer & optimize porous #ThermalSystems.

Nanotechnology Reviews: doi.org/10.1515/ntre...