Bottom-up coarse-graining: Principles and perspectives

J Jin, AJ Pak, AEP Durumeric, TD Loose… - Journal of chemical …, 2022 - ACS Publications
Large-scale computational molecular models provide scientists a means to investigate the
effect of microscopic details on emergent mesoscopic behavior. Elucidating the relationship …

Learning nonlinear reduced models from data with operator inference

B Kramer, B Peherstorfer… - Annual Review of Fluid …, 2024 - annualreviews.org
This review discusses Operator Inference, a nonintrusive reduced modeling approach that
incorporates physical governing equations by defining a structured polynomial form for the …

Perspective: Dissipative particle dynamics

P Espanol, PB Warren - The Journal of chemical physics, 2017 - pubs.aip.org
Dissipative particle dynamics (DPD) belongs to a class of models and computational
algorithms developed to address mesoscale problems in complex fluids and soft matter in …

Dissipative particle dynamics simulations in colloid and Interface science: A review

KP Santo, AV Neimark - Advances in colloid and interface science, 2021 - Elsevier
Dissipative particle dynamics (DPD) is one of the most efficient mesoscale coarse-grained
methodologies for modeling soft matter systems. Here, we comprehensively review the …

Chemically specific coarse‐graining of polymers: Methods and prospects

S Dhamankar, MA Webb - Journal of Polymer Science, 2021 - Wiley Online Library
Coarse‐grained (CG) modeling is an invaluable tool for the study of polymers and other soft
matter systems due to the span of spatiotemporal scales that typify their physics and …

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 …

Toward design of novel materials for organic electronics

P Friederich, A Fediai, S Kaiser, M Konrad… - Advanced …, 2019 - Wiley Online Library
Materials for organic electronics are presently used in prominent applications, such as
displays in mobile devices, while being intensely researched for other purposes, such as …

111 years of Brownian motion

X Bian, C Kim, GE Karniadakis - Soft Matter, 2016 - pubs.rsc.org
We consider the Brownian motion of a particle and present a tutorial review over the last 111
years since Einstein's paper in 1905. We describe Einstein's model, Langevin's model and …

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 …