Isolating the Effect of Crosslink Densities on Mechanical Properties of Isotactic Polypropylene Using Dissipative Particle Dynamics

IF 1.8 4区 工程技术 Q3 POLYMER SCIENCE Macromolecular Theory and Simulations Pub Date : 2023-04-13 DOI:10.1002/mats.202300014
Yoshitake Suganuma, James A. Elliott
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Abstract

Given the importance of preserving the mechanical properties of recycled isotactic polypropylene (iPP) during its processing, this work provides an improved understanding of the contribution of introducing physical or chemical crosslinks using the dissipative particle dynamics (DPD) method, which makes it possible to model iPP structures with a realistic range of crosslink densities. First, the protocol to build a coarse-grained model of iPP from an all-atom expression by Bayesian optimization is described. A Bayesian optimization procedure employing two different cutoff distances successfully provides optimal DPD parameters reproducing iPP's properties compared to the all-atom system. Then, the coarse-grained iPP model with optimal DPD parameters is applied to study structures containing a realistic range of crosslink densities to evaluate their mechanical properties. These calculations demonstrate that the mechanical properties such as the Young's modulus and ultimate strength increase while the fracture strain decreases with an increase in the crosslink density, which is consistent with experimental observations. The results also show that there is a critical crosslink density above which these properties start to be improved due to the introduction of crosslinks. These findings can help us to obtain targeted properties of recycled iPP by introducing physical or chemical crosslinks.

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用耗散粒子动力学分离交联密度对等规聚丙烯力学性能的影响
考虑到在回收全同立构聚丙烯(iPP)的加工过程中保持其机械性能的重要性,这项工作提高了对使用耗散粒子动力学(DPD)方法引入物理或化学交联的贡献的理解,这使得用现实的交联密度范围对iPP结构进行建模成为可能。首先,描述了通过贝叶斯优化从全原子表达式建立iPP粗粒度模型的协议。与全原子系统相比,采用两个不同截止距离的贝叶斯优化过程成功地提供了再现iPP特性的最优DPD参数。然后,将具有最佳DPD参数的粗粒度iPP模型应用于研究包含真实交联密度范围的结构,以评估其力学性能。这些计算表明,随着交联密度的增加,力学性能(如杨氏模量和极限强度)增加,而断裂应变降低,这与实验观察结果一致。结果还表明,存在一个临界交联密度,超过该密度,由于交联的引入,这些性能开始得到改善。这些发现可以帮助我们通过引入物理或化学交联来获得回收iPP的目标性能。
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来源期刊
Macromolecular Theory and Simulations
Macromolecular Theory and Simulations 工程技术-高分子科学
CiteScore
3.00
自引率
14.30%
发文量
45
审稿时长
2 months
期刊介绍: Macromolecular Theory and Simulations is the only high-quality polymer science journal dedicated exclusively to theory and simulations, covering all aspects from macromolecular theory to advanced computer simulation techniques.
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