MAGUS: machine learning and graph theory assisted universal structure searcher

J Wang, H Gao, Y Han, C Ding, S Pan… - National Science …, 2023 - academic.oup.com
Crystal structure predictions based on first-principles calculations have gained great
success in materials science and solid state physics. However, the remaining challenges …

[HTML][HTML] Molecular dynamics simulations of heat transport using machine-learned potentials: A mini-review and tutorial on GPUMD with neuroevolution potentials

H Dong, Y Shi, P Ying, K Xu, T Liang, Y Wang… - Journal of Applied …, 2024 - pubs.aip.org
Molecular dynamics (MD) simulations play an important role in understanding and
engineering heat transport properties of complex materials. An essential requirement for …

Uranus's complex internal structure

BA Neuenschwander, S Müller, R Helled - Astronomy & Astrophysics, 2024 - aanda.org
Context. Uranus's bulk composition remains unknown. Although there are clear indications
that Uranus's interior is not fully convec-tive, and therefore has a non-adiabatic temperature …

Hydrogen diffusion in zirconium hydrides from on-the-fly machine learning molecular dynamics

F Yu, X **ang, X Zu, S Hu - International Journal of Hydrogen Energy, 2024 - Elsevier
Reactor pressure vessels and fuel cladding tubes have repeatedly failed due to zirconium
hydrides. Zirconium hydride precipitation and growth are directly affected by hydrogen atom …

Double superionicity in icy compounds at planetary interior conditions

K de Villa, F González-Cataldo, B Militzer - Nature Communications, 2023 - nature.com
The elements hydrogen, carbon, nitrogen and oxygen are assumed to comprise the bulk of
the interiors of the ice giant planets Uranus, Neptune, and sub-Neptune exoplanets. The …

A hybrid approach to generating diatomic line lists for high resolution studies of exoplanets and other hot astronomical objects: updates to ExoMol MgO, TiO, and VO …

LK McKemmish, CA Bowesman, K Kefala… - RAS Techniques …, 2024 - academic.oup.com
The best molecular line lists for astrophysical applications today require both high accuracy
of line positions for strong lines as well as high overall completeness. The former is required …

Universal insertion of molecules in ionic compounds under pressure

F Peng, Y Ma, CJ Pickard, H Liu… - National Science …, 2024 - academic.oup.com
Using first-principles calculations and crystal structure search methods, we found that many
covalently bonded molecules such as H2, N2, CO2, NH3, H2O and CH4 may react with …

Spectroscopic study of [Mg, H, N, C, O] species: Implications for the astrochemical magnesium chemistry

L Wang, X Jiang, T Trabelsi, G Wang… - Journal of the …, 2024 - ACS Publications
Magnesium is an abundant metal element in space, and magnesium chemistry has vital
importance in the evolution of interstellar medium (ISM) and circumstellar regions, such as …

Stability and superionicity of and at extreme conditions

K Yang, J Shi, W Cui, J Hao, Y Li - Physical Review B, 2024 - APS
Stable compounds comprising nitrogen, sulfur, and hydrogen elements hold significant
promise in hydride superconductors and astrophysical matter. Herein, we utilize a blend of …

Predicting melting temperatures across the periodic table with machine learning atomistic potentials

CM Andolina, WA Saidi - Digital Discovery, 2024 - pubs.rsc.org
Understanding how materials melt is crucial for their practical applications and development,
thereby enabling us to predict their behavior in real-world environmental conditions …