[HTML][HTML] Unleashing the power of artificial intelligence in phonon thermal transport: Current challenges and prospects

M Hu - Journal of Applied Physics, 2024 - pubs.aip.org
The discovery of advanced thermal materials with exceptional phonon properties drives
technological advancements, impacting innovations from electronics to superconductors …

Machine learning-assisted screening of intrinsic rattling compounds with large atomic displacement

K Yuan, Z Feng, X Zhang, D Tang - Journal of Materials Chemistry C, 2025 - pubs.rsc.org
Thermal conductivity is a key thermophysical property governing the heat transport in
materials. Specifically, some applications such as thermoelectrics and thermal coatings …

Matini-Net: Versatile Material Informatics Research Framework for Feature Engineering and Deep Neural Network Design

M Lee, T Park, K Min - Journal of Chemical Information and …, 2024 - ACS Publications
In this study, we introduced Matini-Net, which is a versatile framework for feature
engineering and automated architecture design for materials informatics research using …

CrysGraphFormer: an equivariant graph transformer for prediction of lattice thermal conductivity with interpretability

Z Sun, W Sun, S Li, Z Yang, M Zhang, Y Yang… - Journal of Materials …, 2024 - pubs.rsc.org
To address the challenges of high error rates and poor generalization in current deep
learning models for predicting lattice thermal conductivity (LTC), we introduce …

An interpretable formula for lattice thermal conductivity of crystals

X Wang, G Shu, G Zhu, JS Wang, J Sun, X Ding… - Materials Today …, 2024 - Elsevier
Lattice thermal conductivity (κ L) is a crucial physical property of crystals with applications in
thermal management, such as heat dissipation, insulation, and thermoelectric energy …

[HTML][HTML] High throughput substrate screening for interfacial thermal management of β-Ga2O3 by deep convolutional neural network

M Al-Fahdi, M Hu - Journal of Applied Physics, 2024 - pubs.aip.org
Electronic devices get smaller and smaller in every generation. In micro-/nano-electronic
devices such as high electron mobility transistors, heat dissipation has become a crucial …