[HTML][HTML] Applying different machine learning algorithms to predict the viscosity behavior of MWCNT–alumina/water–ethylene glycol (80: 20) hybrid antifreeze

SA Hussein, I Omar, AB Saddam… - International Journal of …, 2024 - Elsevier
While machine learning has become the new way of analyzing data, neutral networks form
the basis of this revolutionary technology. In this work, we shall employ the power of neural …

[HTML][HTML] Prediction of Thermal Conductivity of EG–Al2O3 Nanofluids Using Six Supervised Machine Learning Models

T Zhu, X Mei, J Zhang, C Li - Applied Sciences, 2024 - mdpi.com
Accurate prediction of the thermal conductivity of ethylene glycol (EG) and aluminum oxide
(Al2O3) nanofluids is crucial for improving the utilization rate of energy in industries such as …

[HTML][HTML] The Numerical Simulation of the Transient Plane Heat Source Method to Measure the Thermophysical Properties of Materials

J Sun, S Zhang, P Shi, Z Yi, Y Yi, Q Zeng - Applied Sciences, 2025 - mdpi.com
The transient plane heat source method (TPS), also known as the hot disc method, is an
experimental method for determining the thermal transport properties of materials. The …

Novel design of artificial intelligence-based neural networks for the dynamics of magnetized chemically reactive Darcy–Forchheimer nanofluid flow

Z Arshad, Z Shah, MAZ Raja, WA Khan… - Journal of Thermal …, 2024 - Springer
This study explores the intricate interaction of thermal radiation, chemical reactions,
Brownian motion, and thermophoresis on heat and mass transfer within a magnetic …

Enhancing thermal management systems: a machine learning and metaheuristic approach for predicting thermophysical properties of nanofluids

A Saha, A Basu, S Banerjee - Engineering Research Express, 2024 - iopscience.iop.org
In thermal engineering, predicting nanofluid thermophysical properties is essential for
efficient cooling systems and improved heat transfer. Traditional methods often fall short in …

Similarity transform-based numerical analysis of natural convection over an inclined flat plate using nanofluid

S Banerjee, S Panja - Indian Chemical Engineer, 2024 - Taylor & Francis
Nanofluids serve as a working medium in many state-of-the-art heating and cooling systems,
where natural convection is a primary medium of thermal energy transfer. Based on the …

Computational Analysis on the Thermo-Physical Properties of Al2O3 Nanoparticles Suspended in Different Based Fluids Using Back-Propagated Deep Neural …

M Akhwater - المجلة الأفروآسيوية للبحث العلمي (AAJSR), 2024‎ - aajsr.com
Over the last few years, various nanofluids have been produced by suspending nonmetallic
nanometer-sized solid particles (˂ 100 nm) in heat transfer fluids like water, and ethylene …