Enhanced sampling methods for molecular dynamics simulations

J Hénin, T Lelièvre, MR Shirts, O Valsson… - arxiv preprint arxiv …, 2022 - arxiv.org
Enhanced sampling algorithms have emerged as powerful methods to extend the utility of
molecular dynamics simulations and allow the sampling of larger portions of the …

14 examples of how LLMs can transform materials science and chemistry: a reflection on a large language model hackathon

KM Jablonka, Q Ai, A Al-Feghali, S Badhwar… - Digital …, 2023 - pubs.rsc.org
Large-language models (LLMs) such as GPT-4 caught the interest of many scientists.
Recent studies suggested that these models could be useful in chemistry and materials …

Buried interface molecular hybrid for inverted perovskite solar cells

S Liu, J Li, W **ao, R Chen, Z Sun, Y Zhang, X Lei… - Nature, 2024 - nature.com
Perovskite solar cells with an inverted architecture provide a key pathway for
commercializing this emerging photovoltaic technology because of the better power …

Learning local equivariant representations for large-scale atomistic dynamics

A Musaelian, S Batzner, A Johansson, L Sun… - Nature …, 2023 - nature.com
A simultaneously accurate and computationally efficient parametrization of the potential
energy surface of molecules and materials is a long-standing goal in the natural sciences …

Strain enhances the activity of molecular electrocatalysts via carbon nanotube supports

J Su, CB Musgrave III, Y Song, L Huang, Y Liu, G Li… - Nature Catalysis, 2023 - nature.com
Support-induced strain engineering is useful for modulating the properties of two-
dimensional materials. However, controlling strain of planar molecules is technically …

Cationic-group-functionalized electrocatalysts enable stable acidic CO2 electrolysis

M Fan, JE Huang, RK Miao, Y Mao, P Ou, F Li, XY Li… - Nature Catalysis, 2023 - nature.com
Acidic electrochemical CO2 reduction (CO2R) addresses CO2 loss and thus mitigates the
energy penalties associated with CO2 recovery; however, acidic CO2R suffers low …

Designing phosphazene-derivative electrolyte matrices to enable high-voltage lithium metal batteries for extreme working conditions

Y Meng, D Zhou, R Liu, Y Tian, Y Gao, Y Wang, B Sun… - Nature Energy, 2023 - nature.com
The current high-energy lithium metal batteries are limited by their safety and lifespan owing
to the lack of suitable electrolyte solutions. Here we report a synergy of fluorinated co …

Enabling selective zinc-ion intercalation by a eutectic electrolyte for practical anodeless zinc batteries

C Li, R Kingsbury, AS Thind, A Shyamsunder… - Nature …, 2023 - nature.com
Two major challenges hinder the advance of aqueous zinc metal batteries for sustainable
stationary storage:(1) achieving predominant Zn-ion (de) intercalation at the oxide cathode …

Cohesin and CTCF control the dynamics of chromosome folding

P Mach, PI Kos, Y Zhan, J Cramard, S Gaudin… - Nature …, 2022 - nature.com
In mammals, interactions between sequences within topologically associating domains
enable control of gene expression across large genomic distances. Yet it is unknown how …

DeePMD-kit v2: A software package for deep potential models

J Zeng, D Zhang, D Lu, P Mo, Z Li, Y Chen… - The Journal of …, 2023 - pubs.aip.org
DeePMD-kit is a powerful open-source software package that facilitates molecular dynamics
simulations using machine learning potentials known as Deep Potential (DP) models. This …