Bottom-up coarse-graining: Principles and perspectives
Large-scale computational molecular models provide scientists a means to investigate the
effect of microscopic details on emergent mesoscopic behavior. Elucidating the relationship …
effect of microscopic details on emergent mesoscopic behavior. Elucidating the relationship …
Perspective: Advances, challenges, and insight for predictive coarse-grained models
WG Noid - The Journal of Physical Chemistry B, 2023 - ACS Publications
By averaging over atomic details, coarse-grained (CG) models provide profound
computational and conceptual advantages for studying soft materials. In particular, bottom …
computational and conceptual advantages for studying soft materials. In particular, bottom …
Polymer informatics: Current status and critical next steps
Artificial intelligence (AI) based approaches are beginning to impact several domains of
human life, science and technology. Polymer informatics is one such domain where AI and …
human life, science and technology. Polymer informatics is one such domain where AI and …
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 …
large and complex systems in an efficient and inexpensive manner due to its lowered …
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 …
matter systems due to the span of spatiotemporal scales that typify their physics and …
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 …
CG2AT2: an enhanced fragment-based approach for serial multi-scale molecular dynamics simulations
ON Vickery, PJ Stansfeld - Journal of chemical theory and …, 2021 - ACS Publications
Coarse-grained molecular dynamics provides a means for simulating the assembly and
interactions of macromolecular complexes at a reduced level of representation, thereby …
interactions of macromolecular complexes at a reduced level of representation, thereby …
Implicit transfer operator learning: Multiple time-resolution models for molecular dynamics
M Schreiner, O Winther… - Advances in Neural …, 2024 - proceedings.neurips.cc
Computing properties of molecular systems rely on estimating expectations of the
(unnormalized) Boltzmann distribution. Molecular dynamics (MD) is a broadly adopted …
(unnormalized) Boltzmann distribution. Molecular dynamics (MD) is a broadly adopted …
Approximating Projections of Conformational Boltzmann Distributions with AlphaFold2 Predictions: Opportunities and Limitations
Protein thermodynamics is intimately tied to biological function and can enable processes
such as signal transduction, enzyme catalysis, and molecular recognition. The relative free …
such as signal transduction, enzyme catalysis, and molecular recognition. The relative free …
DiAMoNDBack: Diffusion-Denoising Autoregressive Model for Non-Deterministic Backmapping of Cα Protein Traces
MS Jones, K Shmilovich… - Journal of Chemical Theory …, 2023 - ACS Publications
Coarse-grained molecular models of proteins permit access to length and time scales
unattainable by all-atom models and the simulation of processes that occur on long time …
unattainable by all-atom models and the simulation of processes that occur on long time …