Machine learning force fields

OT Unke, S Chmiela, HE Sauceda… - Chemical …, 2021 - ACS Publications
In recent years, the use of machine learning (ML) in computational chemistry has enabled
numerous advances previously out of reach due to the computational complexity of …

Nuclear quantum effects enter the mainstream

TE Markland, M Ceriotti - Nature Reviews Chemistry, 2018 - nature.com
Atomistic simulations of chemical, biological and materials systems have become
increasingly precise and predictive owing to the development of accurate and efficient …

Atom search optimization and its application to solve a hydrogeologic parameter estimation problem

W Zhao, L Wang, Z Zhang - Knowledge-Based Systems, 2019 - Elsevier
In recent years, various metaheuristic optimization methods have been proposed in scientific
and engineering fields. In this study, a novel physics-inspired metaheuristic optimization …

Nuclear quantum effects in water and aqueous systems: Experiment, theory, and current challenges

M Ceriotti, W Fang, PG Kusalik, RH McKenzie… - Chemical …, 2016 - ACS Publications
Nuclear quantum effects influence the structure and dynamics of hydrogen-bonded systems,
such as water, which impacts their observed properties with widely varying magnitudes. This …

On-the-fly active learning of interatomic potentials for large-scale atomistic simulations

R **nouchi, K Miwa, F Karsai, G Kresse… - The Journal of …, 2020 - ACS Publications
The on-the-fly generation of machine-learning force fields by active-learning schemes
attracts a great deal of attention in the community of atomistic simulations. The algorithms …

Path integrals in the theory of condensed helium

DM Ceperley - Reviews of Modern Physics, 1995 - APS
One of Feynman's early applications of path integrals was to superfluid He 4. He showed
that the thermodynamic properties of Bose systems are exactly equivalent to those of a …

Explicit reversible integrators for extended systems dynamics

GJ Martyna, ME Tuckerman, DJ Tobias… - Molecular Physics, 1996 - Taylor & Francis
Explicit reversible integrators, suitable for use in large-scale computer simulations, are
derived for extended systems generating the canonical and isothermal-isobaric ensembles …

The properties of hydrogen and helium under extreme conditions

JM McMahon, MA Morales, C Pierleoni… - Reviews of modern …, 2012 - APS
Hydrogen and helium are the most abundant elements in the Universe. They are also, in
principle, the most simple. Nonetheless, they display remarkable properties under extreme …

The mechanism of proton conduction in phosphoric acid

L Vilčiauskas, ME Tuckerman, G Bester, SJ Paddison… - Nature …, 2012 - nature.com
Neat liquid phosphoric acid (H3PO4) has the highest intrinsic proton conductivity of any
known substance and is a useful model for understanding proton transport in other …

Transition path sampling and the calculation of rate constants

C Dellago, PG Bolhuis, FS Csajka… - The Journal of chemical …, 1998 - pubs.aip.org
We have developed a method to study transition pathways for rare events in complex
systems. The method can be used to determine rate constants for transitions between stable …