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[HTML][HTML] Molecular dynamics simulations of heat transport using machine-learned potentials: A mini-review and tutorial on GPUMD with neuroevolution potentials
Molecular dynamics (MD) simulations play an important role in understanding and
engineering heat transport properties of complex materials. An essential requirement for …
engineering heat transport properties of complex materials. An essential requirement for …
Effects of thermal expansion and four-phonon interactions on the lattice thermal conductivity of the negative thermal expansion material
This work systematically investigates the lattice dynamics and phonon thermal transport
behavior of the typical negative thermal expansion (NTE) material, cubic ScF 3. By …
behavior of the typical negative thermal expansion (NTE) material, cubic ScF 3. By …
Isotope effect on four-phonon interaction and lattice thermal transport: An atomistic study of lithium hydride
Despite decades-long studies of how isotope-disorder scattering affects heat conduction, the
effect of isotope-induced frequency shift on phonon-phonon interactions and lattice thermal …
effect of isotope-induced frequency shift on phonon-phonon interactions and lattice thermal …
Insight into the effect of force error on the thermal conductivity from machine-learned potentials
Abstract Machine-learned potentials (MLPs) have been extensively used to obtain the lattice
thermal conductivity (κ) via atomistic simulations. However, the impact of force errors in …
thermal conductivity (κ) via atomistic simulations. However, the impact of force errors in …
[HTML][HTML] Million-atom heat transport simulations of polycrystalline graphene approaching first-principles accuracy enabled by neuroevolution potential on desktop …
First-principles molecular dynamics simulations of heat transport in systems with large-scale
structural features are challenging due to their high computational cost. Here, using …
structural features are challenging due to their high computational cost. Here, using …
Accurate estimation of interfacial thermal conductance between silicon and diamond enabled by a machine learning interatomic potential
Thermal management at silicon-diamond interface is critical for advancing high-performance
electronic and optoelectronic devices. In this study, we calculate the interfacial thermal …
electronic and optoelectronic devices. In this study, we calculate the interfacial thermal …
Prediction of phonon properties of cubic boron nitride with vacancy defects and isotopic disorders by using a neural network potential
J Zhang, J Zhang, G Bao, Z Li, X Li, TH Liu… - Applied Physics …, 2024 - pubs.aip.org
Cubic boron nitride (c-BN) is a promising ultra-wide bandgap semiconductor for high-power
electronic devices. Its thermal conductivity can be substantially modified by controlling the …
electronic devices. Its thermal conductivity can be substantially modified by controlling the …
Hyperparameter Optimization and Force Error Correction of Neuroevolution Potential for Predicting Thermal Conductivity of Wurtzite GaN
Z Chen, Y Yuan, W Ding, S Li, M An… - arxiv preprint arxiv …, 2025 - arxiv.org
As a representative of wide-bandgap semiconductors, wurtzite gallium nitride (GaN) has
been widely utilized in high-power devices due to high breakdown voltage and low specific …
been widely utilized in high-power devices due to high breakdown voltage and low specific …
Ultrahigh interfacial thermal conductance for cooling gallium oxide electronics using cubic boron arsenide
Gallium oxide (Ga $ _2 $ O $ _3 $) has attracted significant interest for its unique potential
especially in power electronics. However, its low and anisotropic thermal conductivity poses …
especially in power electronics. However, its low and anisotropic thermal conductivity poses …
[PDF][PDF] DC 20052, USA
Molecular dynamics (MD) simulations play an important role in understanding and
engineering heat transport properties of complex materials. An essential requirement for …
engineering heat transport properties of complex materials. An essential requirement for …