Physics-informed deep learning for melting heat transfer analysis with model-based transfer learning

H Guo, X Zhuang, N Alajlan, T Rabczuk - Computers & Mathematics with …, 2023 - Elsevier
We present an adaptive deep collocation method (DCM) based on physics-informed deep
learning for the melting heat transfer analysis of a non-Newtonian (Sisko) fluid over a …

Experimental study of halloysite nanofluids in pool boiling heat transfer

T Le Ba, A Baqer, M Saad Kamel, G Gróf… - Molecules, 2022 - mdpi.com
Halloysite nanotube (HNT) which is cheap, natural, and easily accessible 1D clay, can be
used in many applications, particularly heat transfer enhancement. The aim of this research …

Heat transfer simulation of nanofluids heat transfer in a helical coil under isothermal boundary conditions using COMSOL multiphysics

YS Mohamed, O Hozien, MM Sorour… - International Journal of …, 2023 - Elsevier
In the current paper, a numerical model was designed using COMSOL Multiphysics software
based on experimental results to predict Nusselt number of TiO 2, ZnO and Ag water-based …

Numerical simulation of the natural convective heat transfer of nanofluids in a square cavity based on different predictive models for single-phase and multiphase flow …

J Dong, Q Zheng, Z Yuan… - ASME Journal of …, 2023 - asmedigitalcollection.asme.org
The flow and heat transfer characteristics of nanofluids in a square cavity were simulated
using single-phase and mixed-phase flow models, and the simulation results were …

[PDF][PDF] Diffusion metamaterials for plasma transport

F Yang, Z Zhang - Diffusionics: Diffusion Process Controlled by …, 2024 - library.oapen.org
Since ancient times, energy has always been one of the core needs for human
development. Over the past few centuries, people have developed and used various …

[PDF][PDF] Convective Heat Transfer in Porous Materials

P Jin, G Dai, F Yang - Diffusionics, 2024 - library.oapen.org
Over the past decade, the emergence of thermal metamaterials [1–11] and transformation
thermotics [12, 13] has greatly broadened the horizons of heat manipulation [14–27]. This …

Impacts of the variable properties of a porous medium on the entropy analysis within odd-shaped enclosures filled by hybrid nanofluids

SE Ahmed, ZAS Raizah, AM Aly - Arabian Journal for Science and …, 2021 - Springer
The entropy generation from convective hybrid nanofluid flow within the odd-shaped
geometries using the finite element method is examined is examined. The flow domain is …

[PDF][PDF] Radiative metamaterials based on effective-medium theory

H Tan, L Xu - Diffusionics: Diffusion Process Controlled by …, 2024 - library.oapen.org
The research on diffusion metamaterials dates back to 2008 [1, 2]. Since then, the research
in the field of diffusion metamaterials has made significant progress [3–12]. Researchers …

Thermohydromagnetic Performance of Water–Alumina Nanofluid in a Trapezoidal Vessel

MJ Uddin, M Arifuzzaman, MM Rahman - Journal of Thermophysics and …, 2022 - arc.aiaa.org
Thermohydromagnetic performances of alumina–water nanofluid in a trapezoidal vessel that
considered the inclined magnetic field were investigated numerically. The bottom wall of the …

[PDF][PDF] Non-Hermitian physics and topological phenomena in convective thermal metamaterials

Z Liu - Diffusionics, 2024 - library.oapen.org
The effective non-Hermitian Hamiltonian provides a simple and intuitive method to
understand the dynamics of open systems [1, 2]. In recent decades, the study of non …