Metadynamics Simulations of Vinyl Polymer-Assisted Carbon Nanotube Dispersion for Next-Generation Batteries

Molecular dynamics simulations with enhanced sampling methods (metadynamics) are used to probe the mechanism of vinyl polymer-assisted carbon nanotube (CNT) dispersion in N-methyl-2-pyrrolidone (NMP). The polymer dispersants studied are polyvinylpyrrolidone (PVP), hydrogenated nitrile butadiene rubber (HNBR), and polystyrene (PS). It is determined how variations in the nature of the polymer side groups affect their mode of adsorption onto the CNT surface and, consequently, their effectiveness in dispersing CNTs. This correlation is established by comparing the free energy as a function of the distance between two parallel CNTs with and without added polymer. It is found that the adsorption of the pyrrolidone rings in PVP onto the CNT surface and the partial adsorption of the small polar nitrile groups in HNBR each result in disordered polymer layers that penetrate far into the solvent, and the interactions of the dangling polymer parts ensure that these extended protrusions translate to improved steric stabilization as compared to PS. This study not only presents a comprehensive methodology for assessing the effectiveness of polymer-assisted CNT dispersion but also establishes universal design principles for polymers with optimized performance.

Authors

Institutions

Publication Details

Journal
The Journal of Physical Chemistry C
Published
2025-12-19
DOI
https://doi.org/10.1021/acs.jpcc.5c05790
Primary Topic
Carbon Nanotubes in Composites
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Metadynamics Simulations of Vinyl Polymer-Assisted Carbon Nanotube Dispersion for Next-Generation Batteries

Peter J. Dowding, Gang Hu, Philip J. Camp, Benedek A. Goldmann
The Journal of Physical Chemistry C
Carbon Nanotubes in Composites
article

Metadynamics Simulations of Vinyl Polymer-Assisted Carbon Nanotube Dispersion for Next-Generation Batteries

Peter J. Dowding, Gang Hu, Philip J. Camp, Benedek A. Goldmann
article en

Abstract

Molecular dynamics simulations with enhanced sampling methods (metadynamics) are used to probe the mechanism of vinyl polymer-assisted carbon nanotube (CNT) dispersion in N-methyl-2-pyrrolidone (NMP). The polymer dispersants studied are polyvinylpyrrolidone (PVP), hydrogenated nitrile butadiene rubber (HNBR), and polystyrene (PS). It is determined how variations in the nature of the polymer side groups affect their mode of adsorption onto the CNT surface and, consequently, their effectiveness in dispersing CNTs. This correlation is established by comparing the free energy as a function of the distance between two parallel CNTs with and without added polymer. It is found that the adsorption of the pyrrolidone rings in PVP onto the CNT surface and the partial adsorption of the small polar nitrile groups in HNBR each result in disordered polymer layers that penetrate far into the solvent, and the interactions of the dangling polymer parts ensure that these extended protrusions translate to improved steric stabilization as compared to PS. This study not only presents a comprehensive methodology for assessing the effectiveness of polymer-assisted CNT dispersion but also establishes universal design principles for polymers with optimized performance.

The Journal of Physical Chemistry CVol. 130(1)
Infineum (United Kingdom) (GB), Infineum (United States) (US), University of Edinburgh (GB)
Openalex Percentile: Top 66%
Carbon Nanotubes in Composites
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Metadynamics Simulations of Vinyl Polymer-Assisted Carbon Nanotube Dispersion for Next-Generation Batteries — Peter J. Dowding, Gang Hu, et al. · The Journal of Physical Chemistry C (2025) | TGRS Research Map | TGRS