General-purpose machine-learned potential for 16 elemental metals and their alloys

K Song, R Zhao, J Liu, Y Wang, E Lindgren… - Nature …, 2024 - nature.com
Abstract Machine-learned potentials (MLPs) have exhibited remarkable accuracy, yet the
lack of general-purpose MLPs for a broad spectrum of elements and their alloys limits their …

[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 …

Impact of organic spacers and dimensionality on templating of halide perovskites

E Fransson, J Wiktor, P Erhart - ACS Energy Letters, 2024 - ACS Publications
Two-dimensional (2D) halide perovskites (HPs) are promising materials for various
optoelectronic applications; yet, a comprehensive understanding of their dynamics is still …

Tensorial properties via the neuroevolution potential framework: Fast simulation of infrared and Raman spectra

N Xu, P Rosander, C Schäfer… - Journal of Chemical …, 2024 - ACS Publications
Infrared and Raman spectroscopy are widely used for the characterization of gases, liquids,
and solids, as the spectra contain a wealth of information concerning, in particular, the …

Thermal characteristics of CsPbX3 (X= Cl/Br/I) halide perovskites

MM Muhammed, JH Mokkath - Materials Today Communications, 2024 - Elsevier
Halide perovskites represent a remarkably promising category of materials for the
development of novel solar cells and opto-electronic devices. In this study, we used the …

Octahedral tilt-driven phase transitions in BaZrS3 chalcogenide perovskite

P Kayastha, E Fransson, P Erhart… - arXiv preprint arXiv …, 2024 - arxiv.org
Chalcogenide perovskites are lead-free materials for potential photovoltaic or thermoelectric
applications. BaZrS $ _3 $ is the most studied member of this family due to its superior …

Optical line shapes of color centers in solids from classical autocorrelation functions

C Linderälv, N Österbacka, J Wiktor, P Erhart - arXiv preprint arXiv …, 2024 - arxiv.org
Color centers play key roles in applications, including, eg, solid state lighting and quantum
information technology, for which the coupling between their optical and vibrational …

Phonon coherence and minimum thermal conductivity in disordered superlattice

X Wu, Z Wu, T Liang, Z Fan, J Xu, M Nomura… - arXiv preprint arXiv …, 2024 - arxiv.org
Phonon coherence elucidates the propagation and interaction of phonon quantum states
within superlattice, unveiling the wave-like nature and collective behaviors of phonons …

[引用][C] Advances in modeling complex materials: The rise of neuroevolution potentials

P Ying, C Qian, R Zhao, Y Wang, F Ding, S Chen… - arXiv preprint arXiv …, 2025