Gaussian process regression for materials and molecules

VL Deringer, AP Bartók, N Bernstein… - Chemical …, 2021 - ACS Publications
We provide an introduction to Gaussian process regression (GPR) machine-learning
methods in computational materials science and chemistry. The focus of the present review …

Electrocatalysis in alkaline media and alkaline membrane-based energy technologies

Y Yang, CR Peltier, R Zeng, R Schimmenti, Q Li… - Chemical …, 2022 - ACS Publications
Hydrogen energy-based electrochemical energy conversion technologies offer the promise
of enabling a transition of the global energy landscape from fossil fuels to renewable energy …

[HTML][HTML] CP2K: An electronic structure and molecular dynamics software package-Quickstep: Efficient and accurate electronic structure calculations

TD Kühne, M Iannuzzi, M Del Ben, VV Rybkin… - The Journal of …, 2020 - pubs.aip.org
CP2K is an open source electronic structure and molecular dynamics software package to
perform atomistic simulations of solid-state, liquid, molecular, and biological systems. It is …

[HTML][HTML] Perspective: How good is DFT for water?

MJ Gillan, D Alfe, A Michaelides - The Journal of chemical physics, 2016 - pubs.aip.org
Kohn-Sham density functional theory (DFT) has become established as an indispensable
tool for investigating aqueous systems of all kinds, including those important in chemistry …

First-principles models for van der Waals interactions in molecules and materials: Concepts, theory, and applications

J Hermann, RA DiStasio Jr, A Tkatchenko - Chemical Reviews, 2017 - ACS Publications
Noncovalent van der Waals (vdW) or dispersion forces are ubiquitous in nature and
influence the structure, stability, dynamics, and function of molecules and materials …

The structural origin of anomalous properties of liquid water

A Nilsson, LGM Pettersson - Nature communications, 2015 - nature.com
Water is unique in its number of unusual, often called anomalous, properties. When hot it is
a normal simple liquid; however, close to ambient temperatures properties, such as the …

Semiempirical quantum mechanical methods for noncovalent interactions for chemical and biochemical applications

AS Christensen, T Kubar, Q Cui, M Elstner - Chemical reviews, 2016 - ACS Publications
Semiempirical (SE) methods can be derived from either Hartree–Fock or density functional
theory by applying systematic approximations, leading to efficient computational schemes …

Modeling molecular interactions in water: From pairwise to many-body potential energy functions

GA Cisneros, KT Wikfeldt, L Ojamäe, J Lu… - Chemical …, 2016 - ACS Publications
Almost 50 years have passed from the first computer simulations of water, and a large
number of molecular models have been proposed since then to elucidate the unique …

Development of a “first principles” water potential with flexible monomers. II: Trimer potential energy surface, third virial coefficient, and small clusters

V Babin, GR Medders, F Paesani - Journal of chemical theory and …, 2014 - ACS Publications
A full-dimensional potential energy function (MB-pol) for simulations of water from the dimer
to bulk phases is developed entirely from “first principles” by building upon the many-body …

Development of a “first-principles” water potential with flexible monomers. III. Liquid phase properties

GR Medders, V Babin, F Paesani - Journal of chemical theory and …, 2014 - ACS Publications
The MB-pol full-dimensional water potential introduced in the first two papers of this series
[J. Chem. Theory Comput. 2013, 9, 5395 and J. Chem. Theory Comput. 2014, 10, 1599] is …