TY - JOUR
T1 - Uncovering the Mechanism of Size Effect on the Thermomechanical Properties of Highly Cross-Linked Epoxy Resins
AU - Zhao, Yinbo
AU - Kikugawa, Gota
AU - Kawagoe, Yoshiaki
AU - Shirasu, Keiichi
AU - Kishimoto, Naoki
AU - Xi, Yingxiao
AU - Okabe, Tomonaga
N1 - Funding Information:
The authors gratefully acknowledge the financial support from the Council for Science, Technology, and Innovation (CSTI), Cross-ministerial Strategic Innovation Promotion Program (SIP) (Funding agency: JST). Numerical simulations were performed on the supercomputer system “AFI-NITY” at the Advanced Fluid Information Research Center, Institute of Fluid Science, Tohoku University. The authors also acknowledge a research grant from the Institute for Quantum Chemical Exploration (IQCE) and JSPS KAKENHI Grant Number 21K04806.
Publisher Copyright:
© 2022 American Chemical Society. All rights reserved.
PY - 2022/4/7
Y1 - 2022/4/7
N2 - Epoxy resins are widely used as matrix resins, especially for carbon-fiber-reinforced plastic, due to their outstanding physical and mechanical properties. To date, most research into cross-linking processes using simulation has considered only a distance-based criterion to judge the probability of reaction. In this work, a new algorithm was developed for use with the large-scale atomic/molecular massively parallel simulator (LAMMPS) simulation package to study the cross-linking process; this new approach combines both a distance-based criterion and several kinetic criteria to identify whether the reaction has occurred. Using this simulation framework, we investigated the effect of model size on predicted thermomechanical properties of three different structural systems: Diglycidyl ether of bisphenol A (DGEBA)/4,4′-diaminodiphenyl sulfone (4,4′-DDS), DGEBA/diethylenetriamine (DETA), and tetraglycidyl diaminodiphenylmethane (TGDDM)/4,4′-DDS. Derived values of gel point, volume shrinkage, and cross-linked resin density were found to be insensitive to model size in these three systems. Other thermomechanical properties, i.e., glass-transition temperature, Young's modulus, and yield stress, were found to reach stable values for systems larger than a¼40 000 atoms for both DGEBA/4,4′-DDS and DGEBA/DETA. However, these same properties modeled for TGDDM/4,4′-DDS did not stabilize until the system size reached 50 000 atoms. Our results provide general guidelines for simulation system size and procedures to more accurately predict the thermomechanical properties of epoxy resins.
AB - Epoxy resins are widely used as matrix resins, especially for carbon-fiber-reinforced plastic, due to their outstanding physical and mechanical properties. To date, most research into cross-linking processes using simulation has considered only a distance-based criterion to judge the probability of reaction. In this work, a new algorithm was developed for use with the large-scale atomic/molecular massively parallel simulator (LAMMPS) simulation package to study the cross-linking process; this new approach combines both a distance-based criterion and several kinetic criteria to identify whether the reaction has occurred. Using this simulation framework, we investigated the effect of model size on predicted thermomechanical properties of three different structural systems: Diglycidyl ether of bisphenol A (DGEBA)/4,4′-diaminodiphenyl sulfone (4,4′-DDS), DGEBA/diethylenetriamine (DETA), and tetraglycidyl diaminodiphenylmethane (TGDDM)/4,4′-DDS. Derived values of gel point, volume shrinkage, and cross-linked resin density were found to be insensitive to model size in these three systems. Other thermomechanical properties, i.e., glass-transition temperature, Young's modulus, and yield stress, were found to reach stable values for systems larger than a¼40 000 atoms for both DGEBA/4,4′-DDS and DGEBA/DETA. However, these same properties modeled for TGDDM/4,4′-DDS did not stabilize until the system size reached 50 000 atoms. Our results provide general guidelines for simulation system size and procedures to more accurately predict the thermomechanical properties of epoxy resins.
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U2 - 10.1021/acs.jpcb.1c10827
DO - 10.1021/acs.jpcb.1c10827
M3 - Article
C2 - 35325528
AN - SCOPUS:85127622045
SN - 1520-6106
VL - 126
SP - 2593
EP - 2607
JO - Journal of Physical Chemistry B
JF - Journal of Physical Chemistry B
IS - 13
ER -