Department of Mechanical Engineering and ‡Department of Civil and Environmental Engineering, Northwestern University , 2145 Sheridan Rd., Evanston, Illinois 60208, United States.
J Phys Chem B. 2014 Feb 13;118(6):1660-9. doi: 10.1021/jp409297t. Epub 2014 Jan 30.
We present a coarse-grained model for molecular dynamics simulations of an epoxy system composed of epoxy phenol novolac as epoxy monomer and bisphenol-A as the cross-linking agent. The epoxy and hardener molecules are represented as short chains of connected beads, and cross-linking is accomplished by introducing bonds between reactive beads. The interbead potential, composed of Lennard-Jones, bond stretching, and angle bending terms, is parametrized through an optimization process based on a particle swarm optimization method to fit certain key thermomechanical properties of the material obtained from experiments and previous full atomistic simulations. The newly developed coarse-grained model is capable of predicting a number of thermomechanical properties of the epoxy system. The predictions are in very good agreement with available data in the literature. More importantly, our coarse-grained model is capable of predicting tensile failure of the epoxy system, a capability that no other conventional molecular dynamic simulation model has. Finally, our coarse-grained model can speed up the simulations by more than an order of magnitude when compared with traditional molecular dynamic simulations.
我们提出了一种粗粒化模型,用于模拟由环氧树脂酚醛 novolac 作为环氧树脂单体和双酚 A 作为交联剂组成的环氧树脂体系的分子动力学。环氧树脂和固化剂分子被表示为连接珠的短链,通过在反应性珠之间引入键来实现交联。基于粒子群优化方法的优化过程,对珠间势进行参数化,该势由 Lennard-Jones、键拉伸和角度弯曲项组成,以拟合从实验和以前的全原子模拟获得的材料的某些关键热机械性能。新开发的粗粒化模型能够预测环氧树脂体系的许多热机械性能。预测结果与文献中可用的数据非常吻合。更重要的是,我们的粗粒化模型能够预测环氧树脂体系的拉伸破坏,而这是其他传统分子动力学模拟模型所不具备的能力。最后,与传统分子动力学模拟相比,我们的粗粒化模型可以将模拟速度提高一个数量级以上。