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 …

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 …

i-PI 2.0: A universal force engine for advanced molecular simulations

V Kapil, M Rossi, O Marsalek, R Petraglia… - Computer Physics …, 2019 - Elsevier
Progress in the atomic-scale modeling of matter over the past decade has been tremendous.
This progress has been brought about by improvements in methods for evaluating …

Nuclear quantum effects prolong charge carrier lifetimes in hybrid organic–inorganic perovskites

Y Liu, R Long, WH Fang… - Journal of the American …, 2023 - ACS Publications
Hybrid organic–inorganic perovskites (HOIPs) contain light hydrogen atoms that exhibit
significant nuclear quantum effects (NQEs). We demonstrate that NQEs have a strong effect …

Neural-network-based molecular dynamics simulations reveal that proton transport in water is doubly gated by sequential hydrogen-bond exchange

A Gomez, WH Thompson, D Laage - Nature Chemistry, 2024 - nature.com
The transport of excess protons in water is central to acid–base chemistry, biochemistry and
energy production. However, elucidating its mechanism has been challenging. Recent …

Coherence in Chemistry: Foundations and Frontiers

JD Schultz, JL Yuly, EA Arsenault, K Parker… - Chemical …, 2024 - ACS Publications
Coherence refers to correlations in waves. Because matter has a wave-particle nature, it is
unsurprising that coherence has deep connections with the most contemporary issues in …

SchNetPack 2.0: A neural network toolbox for atomistic machine learning

KT Schütt, SSP Hessmann, NWA Gebauer… - The Journal of …, 2023 - pubs.aip.org
SchNetPack is a versatile neural network toolbox that addresses both the requirements of
method development and the application of atomistic machine learning. Version 2.0 comes …

Quantum dynamics and spectroscopy of ab initio liquid water: The interplay of nuclear and electronic quantum effects

O Marsalek, TE Markland - The journal of physical chemistry …, 2017 - ACS Publications
Understanding the reactivity and spectroscopy of aqueous solutions at the atomistic level is
crucial for the elucidation and design of chemical processes. However, the simulation of …

Committee neural network potentials control generalization errors and enable active learning

C Schran, K Brezina, O Marsalek - The Journal of Chemical Physics, 2020 - pubs.aip.org
It is well known in the field of machine learning that committee models improve accuracy,
provide generalization error estimates, and enable active learning strategies. In this work …

Dissecting the hydrogen bond network of water: Charge transfer and nuclear quantum effects

M Flór, DM Wilkins, M de la Puente, D Laage… - Science, 2024 - science.org
The molecular structure of water is dynamic, with intermolecular hydrogen (H) bond
interactions being modified by both electronic charge transfer and nuclear quantum effects …