Systematic coarse-graining of epoxy resins with machine learning ...
2021年10月14日 · In this work, we developed a CG model for epoxy resins using DGEBA as the epoxy, and either PACM or D400 as the curing agent, in stoichiometric ratio.
Machine learning-based epoxy resin property prediction
2024年6月25日 · In this study, we adopted a data-driven approach to develop an effective prediction system for epoxy resin. In particular, we constructed a database of 789 epoxy …
Molecular Dynamics Modeling of Epoxy Resins Using the Reactive ...
2021年10月26日 · Molecular dynamics (MD) simulation is a powerful tool for predicting the effect of molecular structure on thermomechanical properties of epoxy resins. A key component of …
Development of dynamic constitutive model of epoxy resin …
2021年8月1日 · In the current study, the temperature- and strain-rate-related constitutive model of TDE86 epoxy resin has been developed. Quasi-static and dynamic compression tests were …
Molecular dynamics simulation of epoxy resin ... - AIP Publishing
2023年9月13日 · The introduction of reversible covalent bonds in the conventional cross-linked structure of epoxy resins is one of the methods to achieve degradation of epoxy resins, and …
Bottom-to-top modeling of epoxy resins: From atomic models to …
2024年1月9日 · We outline a coarse-grained model of epoxy resins (bisphenol-F-diglycidyl-ether/3,5-diethyltoluene-2,4-diamine) to describe elastic and plastic deformation, cavitation, …
Network Formation and Physical Properties of Epoxy Resins for …
2022年6月9日 · Atomistic and coarse-grained MD simulations have been applied to model the cross-linked structure of epoxy resins since around the year 2000. These developments have …
This investigation focuses on the cure kinetic model characterization of a diglycidyl ether of bisphenol A (DGEBA) epoxy by employing the appropriate empirical form for an autocatalytic …
Modeling and simulation of the curing process of epoxy resins …
2018年9月8日 · This article discusses several aspects of the curing process in polymers. First, we collect experimental data for an Araldite epoxy resin and calibrate the classical model of …
Predicting the Properties of High-Performance Epoxy Resin by
2022年7月9日 · The analysis indicates that the optimized ANN model enables reasonable prediction of the CED, modulus, and T g of epoxy resins. From an initial dataset of measured …