Deep potentials for materials science

T Wen, L Zhang, H Wang, E Weinan… - Materials …, 2022 - iopscience.iop.org
To fill the gap between accurate (and expensive) ab initio calculations and efficient atomistic
simulations based on empirical interatomic potentials, a new class of descriptions of atomic …

Introducing memory in coarse-grained molecular simulations

V Klippenstein, M Tripathy, G Jung… - The Journal of …, 2021 - ACS Publications
Preserving the correct dynamics at the coarse-grained (CG) level is a pressing problem in
the development of systematic CG models in soft matter simulation. Starting from the seminal …

Coarse-grained modelling out of equilibrium

T Schilling - Physics Reports, 2022 - Elsevier
Abstract Active matter, responsive (“smart”) materials and materials under time-dependent
load are systems out of thermal equilibrium. To construct coarse-grained models for such …

Understanding and modeling polymers: The challenge of multiple scales

F Schmid - ACS Polymers Au, 2022 - ACS Publications
Polymer materials are multiscale systems by definition. Already the description of a single
macromolecule involves a multitude of scales, and cooperative processes in polymer …

Coarse‐grained molecular dynamics simulation of polymers: Structures and dynamics

R Shi, HJ Qian, ZY Lu - Wiley Interdisciplinary Reviews …, 2023 - Wiley Online Library
For the simulations of polymeric systems, coarse‐grained (CG) molecular dynamics
simulations are computationally demanding not only because of their high computational …

Likelihood-based non-Markovian models from molecular dynamics

H Vroylandt, L Goudenège… - Proceedings of the …, 2022 - National Acad Sciences
We introduce a method to accurately and efficiently estimate the effective dynamics of
collective variables in molecular simulations. Such reduced dynamics play an essential role …

Bottom-up informed and iteratively optimized coarse-grained non-Markovian water models with accurate dynamics

V Klippenstein, NFA van der Vegt - Journal of Chemical Theory …, 2023 - ACS Publications
Molecular dynamics (MD) simulations based on coarse-grained (CG) particle models of
molecular liquids generally predict accelerated dynamics and misrepresent the time scales …

Weinan E, David J Srolovitz. Deep potentials for materials science

T Wen, L Zhang, H Wang - Materials Futures, 2022 - materialsfutures.org
To fill the gap between accurate (and expensive) ab initio calculations and efficient atomistic
simulations based on empirical interatomic potentials, a new class of descriptions of atomic …

Surface science of cosmetic substrates, cleansing actives and formulations

GS Luengo, AL Fameau, F Leonforte… - Advances in Colloid and …, 2021 - Elsevier
The development of shampoo and cleansing formulations in cosmetics is at a crossroads
due to consumer demands for better performing, more natural products and also the strong …

The interplay between memory and potentials of mean force: A discussion on the structure of equations of motion for coarse-grained observables

F Glatzel, T Schilling - Europhysics Letters, 2022 - iopscience.iop.org
The underdamped, non-linear, generalized Langevin equation is widely used to model
coarse-grained dynamics of soft and biological materials. By means of a projection operator …