Skip to content
DraconiticResearch
Search Sources API
194,067 studies31 sourcesUpdated 24 min ago
Peer-reviewedCC BY-NC-ND 4.0ACS Omega

Cross-Linking Simulation at Metal Oxide-Thermoset Interfaces Using Quantum Chemical and Molecular Dynamics Methods

  1. 1Tohoku University , , ,
  2. 2Tongji University , , ,
  3. 3Yazaki Research and Technology Center , 1500 Mishuku , , ,

Abstract

Understanding how oxidized metal surfaces catalyze the curing of epoxy resins is essential in improving the reliabilities of epoxy-metal oxide interfaces in multimaterial systems. The catalytic effects of hydroxylated oxidized tin metal (SnO2) surfaces on the cross-linking of epoxy resins were investigated using a hybrid approach that combined quantum chemical calculations with molecular dynamics simulations, wherein the reaction kinetics were modeled using Monte Carlo techniques. Analyzing the reaction pathways and spatial distributions at different hydroxylation levels revealed that fully hydroxylated SnO2 surfaces promoted surface-initiated curing, whereas partially hydroxylated surfaces led to more dispersed reaction propagation. These results highlight the critical roles of the interfacial OH groups in regulating the reaction kinetics, cross-linking density, and polymer network structure. In addition to these mechanistic insights, this study establishes a generalizable methodology for use in probing curing reactions at epoxy-metal oxide interfaces, and it clarifies how metal oxidation states govern interfacial catalysis. Critically, it bridges atomic-scale mechanisms with macroscopic interfacial reliability, addressing the broader question of how the interfacial chemistry dictates the formation and performance of a thermoset network. The conclusions further indicate that surface hydroxylation can be used to regulate the curing efficiency and cross-link distribution, which is critical in rationally designing epoxy formulations and surface treatments.

Related

  1. PP-MAPS: Dynamic Pharmacophore Signatures of Protein–Peptide Interfaces from Molecular Dynamics Trajectories
    Camille Depenveiller, Arezki Guerda, Emilia Rabia +4
    Journal of Chemical Information and ModelingPeer-reviewedCC BY 4.0Full textBioinformatics & computational biologyGeneral chemistryHAL
  2. A Reductionist Molecular Dynamics Framework for Identifying Molecular Descriptors of Hydration at Solid–Liquid Biomaterial Interfaces
    Tomoya Nakago, Kohei Shiraishi
    PolymersPeer-reviewedCC BY 4.0Materials & polymersCrossref
  3. MARS-RNA: An Automated Pipeline for Correlating RNA Molecular Dynamics Trajectories with Chemical Probing Data
    Saeid Ekrami, Elisa Frezza
    ChemRxivPreprintLicence not statedGeneral chemistryChemRxiv
  4. Systematic Investigation of Classical Molecular Dynamics Models for Ionic Liquid‐Based Electrolytes at Electrode Interfaces
    Sreehari Batni Ravindranath, Jhonatan Soto Puelles, Agílio Pádua +2
    ChemPhysChemPeer-reviewedCC BY-NC1 citedCatalysisHAL
  5. Crystallographic Origins of Temperature-Dependent Strain Rate Sensitivity and Deformation Mechanism Transitions at TATB/F2314 Interfaces: A Molecular Dynamics Study
    Wendi Shi, Tingting Zhou, Yao Long +3
    PolymersPeer-reviewedCC BY 4.0Materials & polymersCrossref
BibTeX
@article{xi2026crosslinking,
  title = {{Cross-Linking Simulation at Metal Oxide-Thermoset Interfaces Using Quantum Chemical and Molecular Dynamics Methods}},
  author = {Yingxiao Xi and Kaiwen Li and Takahisa Ishiyama and Hao Xue and Gota Kikugawa and Naoki Kishimoto},
  journal = {ACS Omega},
  year = {2026},
  month = oct,
  doi = {10.1021/acsomega.5c07849},
  url = {https://pubs.acs.org/acsodf/article/doi/10.1021/acsomega.5c07849/5453390/Cross-Linking-Simulation-at-Metal-Oxide-Thermoset},
  note = {CC BY-NC-ND 4.0},
}
RIS
TY  - JOUR
TI  - Cross-Linking Simulation at Metal Oxide-Thermoset Interfaces Using Quantum Chemical and Molecular Dynamics Methods
AU  - Yingxiao Xi
AU  - Kaiwen Li
AU  - Takahisa Ishiyama
AU  - Hao Xue
AU  - Gota Kikugawa
AU  - Naoki Kishimoto
PY  - 2026
DA  - 2026/10/19
JO  - ACS Omega
DO  - 10.1021/acsomega.5c07849
UR  - https://pubs.acs.org/acsodf/article/doi/10.1021/acsomega.5c07849/5453390/Cross-Linking-Simulation-at-Metal-Oxide-Thermoset
AB  - Understanding how oxidized metal surfaces catalyze the curing of epoxy resins is essential in improving the reliabilities of epoxy-metal oxide interfaces in multimaterial systems. The catalytic effects of hydroxylated oxidized tin metal (SnO2) surfaces on the cross-linking of epoxy resins were investigated using a hybrid approach that combined quantum chemical calculations with molecular dynamics simulations, wherein the reaction kinetics were modeled using Monte Carlo techniques. Analyzing the reaction pathways and spatial distributions at different hydroxylation levels revealed that fully hydroxylated SnO2 surfaces promoted surface-initiated curing, whereas partially hydroxylated surfaces led to more dispersed reaction propagation. These results highlight the critical roles of the interfacial OH groups in regulating the reaction kinetics, cross-linking density, and polymer network structure. In addition to these mechanistic insights, this study establishes a generalizable methodology for use in probing curing reactions at epoxy-metal oxide interfaces, and it clarifies how metal oxidation states govern interfacial catalysis. Critically, it bridges atomic-scale mechanisms with macroscopic interfacial reliability, addressing the broader question of how the interfacial chemistry dictates the formation and performance of a thermoset network. The conclusions further indicate that surface hydroxylation can be used to regulate the curing efficiency and cross-link distribution, which is critical in rationally designing epoxy formulations and surface treatments.
SN  - 2470-1343
ER  -