[HTML][HTML] Machine Learning-Based Process Optimization in Biopolymer Manufacturing: A Review

I Malashin, D Martysyuk, V Tynchenko… - …, 2024 - pmc.ncbi.nlm.nih.gov
The integration of machine learning (ML) into material manufacturing has driven
advancements in optimizing biopolymer production processes. ML techniques, applied …

Delayed excitations induce polymer looping and coherent motion

A Goychuk, D Kannan, M Kardar - Physical Review Letters, 2024 - APS
We consider inhomogeneous polymers driven by energy-consuming active processes which
encode temporal patterns of athermal kicks. We find that such temporal excitation programs …

Langevin dynamics simulations for the critical adsorption of end-grafted active polymers

MB Luo, YF Shen - Soft Matter, 2024 - pubs.rsc.org
The critical adsorption of end-grafted active polymer chains on an attractive surface is
studied using Langevin dynamics simulations. The active polymers are composed of an …

Conformations, Dynamics, and Looping Kinetics of Partially Active Polymers

K Goswami, N Hsia, CH Chang, HY Shih - arXiv preprint arXiv:2412.04175, 2024 - arxiv.org
We investigate the conformational and dynamical properties of a partially active Rouse
chain, where activity is localized within a specific segment, positioned at various locations …

Shear flow as a tool to distinguish microscopic activities of molecular machines in a chromatin loop

S Kumar, R Padinhateeri, S Thakur - bioRxiv, 2024 - biorxiv.org
Several types of molecular machines move along biopolymers like chromatin. However, the
details about the microscopic activity of these machines and how to distinguish their modes …