Deep potentials for materials science
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 …
simulations based on empirical interatomic potentials, a new class of descriptions of atomic …
Introducing memory in coarse-grained molecular simulations
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 …
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 …
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 …
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 …
simulations are computationally demanding not only because of their high computational …
Likelihood-based non-Markovian models from molecular dynamics
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 …
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
Molecular dynamics (MD) simulations based on coarse-grained (CG) particle models of
molecular liquids generally predict accelerated dynamics and misrepresent the time scales …
molecular liquids generally predict accelerated dynamics and misrepresent the time scales …
Weinan E, David J Srolovitz. Deep potentials for materials science
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 …
simulations based on empirical interatomic potentials, a new class of descriptions of atomic …
Surface science of cosmetic substrates, cleansing actives and formulations
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 …
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 …
coarse-grained dynamics of soft and biological materials. By means of a projection operator …