Soft matter informatics: current progress and challenges

JS Peerless, NJB Milliken, TJ Oweida… - Advanced Theory …, 2019 - Wiley Online Library
The number of applications of informatics or data‐driven discovery is growing in many fields,
including materials science. The large amount of data that is readily available, combined …

Machine learning with enormous “synthetic” data sets: Predicting glass transition temperature of polyimides using graph convolutional neural networks

IV Volgin, PA Batyr, AV Matseevich, AY Dobrovskiy… - ACS …, 2022 - ACS Publications
In the present work, we address the problem of utilizing machine learning (ML) methods to
predict the thermal properties of polymers by establishing “structure–property” relationships …

Hierarchical multiscale analysis of polyimide films by molecular dynamics simulation: Investigation of thermo-mechanical properties

H Lei, S Qi, D Wu - Polymer, 2019 - Elsevier
The molecular dynamics simulations are adopted to investigate the thermo-mechanical
properties of pyromellitic dianhydride (PMDA)/2-(4-aminophenyl)-1H-benzimidazole-5 …

Constructing high-performance low-temperature curable PI materials by manipulating the side group effects of diamine

S Huang, X Lv, Y Zhang, J Li, S Zhou, S Qiu… - Journal of Materials …, 2023 - pubs.rsc.org
To date, low-temperature curable polyimide (PI) materials have been in great demand in the
field of advanced packaging. However, their synthesis is still a challenge due to the distinct …

A strategy to prepare low-temperature curable photosensitive polyimide with good comprehensive performance

S Huang, X Lv, X Lai, J Li, Y Zhang, S Qiu… - Chemical Engineering …, 2023 - Elsevier
Low-temperature curable photosensitive polyimide (PSPI) materials have attracted
widespread attention in advanced packaging, serving as key insulating dielectric materials …

Scale-dependent miscibility of polylactide and polyhydroxybutyrate: molecular dynamics simulations

AD Glova, SG Falkovich, DI Dmitrienko… - …, 2018 - ACS Publications
Miscibility of polylactide (PLA) and polyhydroxybutyrate (PHB) is studied by the microsecond
atomistic molecular dynamics (MD) simulations for the first time. The model and the …

Multiscale computer simulation of polymer nanocomposites based on thermoplastics

SV Lyulin, SV Larin, VM Nazarychev… - Polymer Science Series …, 2016 - Springer
A literature review is presented on a multiscale approach to the simulation of
nanocomposites based on thermoplastic polymers that includes calculations using quantum …

Molecular dynamics simulations of uniaxial deformation of thermoplastic polyimides

VM Nazarychev, AV Lyulin, SV Larin, AA Gurtovenko… - Soft Matter, 2016 - pubs.rsc.org
The results of atomistic molecular-dynamics simulations of mechanical properties of
heterocyclic polymer subjected to uniaxial deformation are reported. A new amorphous …

The effect of mechanical elongation on the thermal conductivity of amorphous and semicrystalline thermoplastic polyimides: atomistic simulations

VM Nazarychev, SV Lyulin - Polymers, 2023 - mdpi.com
Over the past few decades, the enhancement of polymer thermal conductivity has attracted
considerable attention in the scientific community due to its potential for the development of …

Validation of force fields of rubber through glass-transition temperature calculation by microsecond atomic-scale molecular dynamics simulation

P Sharma, S Roy… - The Journal of Physical …, 2016 - ACS Publications
Microsecond atomic-scale molecular dynamics simulation has been employed to calculate
the glass-transition temperature (T g) of cis-and trans-1, 4-polybutadiene (PB) and 1, 4 …