A review of advancements in coarse-grained molecular dynamics simulations

SY Joshi, SA Deshmukh - Molecular Simulation, 2021 - Taylor & Francis
Over the last few years, coarse-grained molecular dynamics has emerged as a way to model
large and complex systems in an efficient and inexpensive manner due to its lowered …

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 …

Coarse-graining with equivariant neural networks: A path toward accurate and data-efficient models

TD Loose, PG Sahrmann, TS Qu… - The Journal of Physical …, 2023 - ACS Publications
Machine learning has recently entered into the mainstream of coarse-grained (CG)
molecular modeling and simulation. While a variety of methods for incorporating deep …

Recent progress towards chemically-specific coarse-grained simulation models with consistent dynamical properties

JF Rudzinski - Computation, 2019 - mdpi.com
Coarse-grained (CG) models can provide computationally efficient and conceptually simple
characterizations of soft matter systems. While generic models probe the underlying physics …

[HTML][HTML] Multi-body effects in a coarse-grained protein force field

J Wang, N Charron, B Husic, S Olsson, F Noé… - The Journal of …, 2021 - pubs.aip.org
The use of coarse-grained (CG) models is a popular approach to study complex
biomolecular systems. By reducing the number of degrees of freedom, a CG model can …

Improved angle potentials for coarse-grained molecular dynamics simulations

M Bulacu, N Goga, W Zhao, G Rossi… - Journal of chemical …, 2013 - ACS Publications
Potentials routinely used in atomistic molecular dynamics simulations are not always
suitable for modeling systems at coarse-grained resolution. For example, in the calculation …

Recent advances in coarse-grained models for biomolecules and their applications

N Singh, W Li - International journal of molecular sciences, 2019 - mdpi.com
Molecular dynamics simulations have emerged as a powerful tool to study biological
systems at varied length and timescales. The conventional all-atom molecular dynamics …

Two for one: Diffusion models and force fields for coarse-grained molecular dynamics

M Arts, V Garcia Satorras, CW Huang… - Journal of Chemical …, 2023 - ACS Publications
Coarse-grained (CG) molecular dynamics enables the study of biological processes at
temporal and spatial scales that would be intractable at an atomistic resolution. However …

Coarse-grained molecular simulations of large biomolecules

S Takada - Current opinion in structural biology, 2012 - Elsevier
Recently, we saw a dramatic increase in the number of researches that rely on coarse-
grained (CG) simulations for large biomolecules. Here, first, we briefly describe recently …

Theory and practice of coarse-grained molecular dynamics of biologically important systems

A Liwo, C Czaplewski, AK Sieradzan, AG Lipska… - Biomolecules, 2021 - mdpi.com
Molecular dynamics with coarse-grained models is nowadays extensively used to simulate
biomolecular systems at large time and size scales, compared to those accessible to all …