Spatially Localized Catalysis Imprints Global Network Topology during Thermoset Curing

Abstract Thermosetting networks retain a structural memory of how they were cured. Cure temperature, diffusion, and catalyst loading are recognized levers on the gel point; catalyst spatial distribution at a fixed loading has received less attention. We introduce a catalyst-centered domain (CCD) construction that precures a separate domain around each Zn catalyst before assembly, applied to bisphenol A dicyanate ester (BADCy) curing. At matched loading and chemistry, five replicas per protocol give mean gel-point conversions of 51.5 ± 4.5% for CCD curing and 44.3 ± 5.3% for conventional single-cell curing, providing suggestive evidence of delayed gelation. Raw simulated Tg values are 629 ± 39 K and 567 ± 13 K, respectively; agreement of the CCD estimate with experiment is obtained only under the selected WLF extrapolation. Local structure matches at conversion, while the giant cluster diverges globally: the CCD giant is smaller, spectrally better-connected, and near-spherical, whereas the conventional giant is a larger, rod-like spanning cluster. Reaction-population analysis shows that inter-cluster reactions dominate the analyzed curing stages. These results link the compared network-construction protocols to differences in gelation behavior and network topology.

Authors

Institutions

Publication Details

Journal
Macromolecules
Published
2026-11-04
DOI
https://doi.org/10.1021/acs.macromol.6c01166
Primary Topic
Epoxy Resin Curing Processes
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Spatially Localized Catalysis Imprints Global Network Topology during Thermoset Curing

Satoshi Okamoto, Naoki Kishimoto, Yukun Bai, Ruixuan Ying
Macromolecules
Epoxy Resin Curing Processes
article

Spatially Localized Catalysis Imprints Global Network Topology during Thermoset Curing

Satoshi Okamoto, Naoki Kishimoto, Yukun Bai, Ruixuan Ying
article en

Abstract

Abstract Thermosetting networks retain a structural memory of how they were cured. Cure temperature, diffusion, and catalyst loading are recognized levers on the gel point; catalyst spatial distribution at a fixed loading has received less attention. We introduce a catalyst-centered domain (CCD) construction that precures a separate domain around each Zn catalyst before assembly, applied to bisphenol A dicyanate ester (BADCy) curing. At matched loading and chemistry, five replicas per protocol give mean gel-point conversions of 51.5 ± 4.5% for CCD curing and 44.3 ± 5.3% for conventional single-cell curing, providing suggestive evidence of delayed gelation. Raw simulated Tg values are 629 ± 39 K and 567 ± 13 K, respectively; agreement of the CCD estimate with experiment is obtained only under the selected WLF extrapolation. Local structure matches at conversion, while the giant cluster diverges globally: the CCD giant is smaller, spectrally better-connected, and near-spherical, whereas the conventional giant is a larger, rod-like spanning cluster. Reaction-population analysis shows that inter-cluster reactions dominate the analyzed curing stages. These results link the compared network-construction protocols to differences in gelation behavior and network topology.

Macromolecules
Tohoku University (JP)
Openalex Percentile: Top 24%
Epoxy Resin Curing Processes
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.

Laika access coming soon