The Potential of Neural Network Potentials

TT Duignan - ACS Physical Chemistry Au, 2024 - ACS Publications
In the next half-century, physical chemistry will likely undergo a profound transformation,
driven predominantly by the combination of recent advances in quantum chemistry and …

Accurate, fast and generalisable first principles simulation of aqueous lithium chloride

J Zhang, J Pagotto, T Gould, TT Duignan - arXiv preprint arXiv:2310.12535, 2023 - arxiv.org
Unleashing the predictive power of molecular dynamics (MD), Neural Network Potentials
(NNPs) trained on Density Functional Theory (DFT) calculations are revolutionizing our …

Machine-learned coarse-grained potentials for particles with anisotropic shapes and interactions

G Campos-Villalobos, R Subert, G Giunta… - npj Computational …, 2024 - nature.com
Computational investigations of biological and soft-matter systems governed by strongly
anisotropic interactions typically require resource-demanding methods such as atomistic …

Molecular dynamics simulations of anisotropic particles accelerated by neural-net predicted interactions

BR Argun, Y Fu, A Statt - The Journal of Chemical Physics, 2024 - pubs.aip.org
Rigid bodies, made of smaller composite beads, are commonly used to simulate anisotropic
particles with molecular dynamics or Monte Carlo methods. To accurately represent the …

Accessing the electronic structure of liquid crystalline semiconductors with bottom-up electronic coarse-graining

CI Wang, JC Maier, NE Jackson - Chemical Science, 2024 - pubs.rsc.org
Understanding the relationship between multiscale morphology and electronic structure is a
grand challenge for semiconducting soft materials. Computational studies aimed at …

Maximum Entropy Theory of Multiscale Coarse-Graining via Matching Thermodynamic Forces: Application to a Molecular Crystal (TATB)

S Izvekov, MP Kroonblawd, JP Larentzos… - The Journal of …, 2024 - ACS Publications
The MSCG/FM (multiscale coarse-graining via force-matching) approach is an efficient
supervised machine learning method to develop microscopically informed coarse-grained …

Scalable and accurate simulation of electrolyte solutions with quantum chemical accuracy.

J Zhang, J Pagotto, T Gould… - … Learning: Science and …, 2025 - iopscience.iop.org
Electrolyte solutions play critical role in a vast range of important applications, yet an
accurate and scalable method of predicting their properties without fitting to experiment has …

Development of anisotropic force fields for homopolymer melts at the mesoscale

RL Nkepsu Mbitou, A Dequidt, F Goujon… - The Journal of …, 2024 - pubs.aip.org
With the aim of producing realistic coarse-grained models of homopolymers, we introduce a
tabulated backbone-oriented anisotropic potential. The parameters of the model are …