Accelerated ReaxFF Simulations of Vitrimers with Dynamic Covalent Adaptive Networks

IF 5.2 1区 化学 Q1 POLYMER SCIENCE Macromolecules Pub Date : 2025-04-21 DOI:10.1021/acs.macromol.5c00501
Yiwen Zheng, Vikas Varshney, Aniruddh Vashisth
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Abstract

Vitrimers are a novel class of sustainable polymers with dynamic covalent adaptive networks driven by bond-exchange reactions between different constituents, making vitrimers reprocessable and recyclable. Current modeling approaches of bond-exchange reactions fall short in realistically capturing the complete reaction pathways, which limits our understanding of the viscoelastic properties of vitrimers. This research addresses these limitations by extending and employing the Accelerated reactive molecular dynamics (ReaxFF) technique, thus enabling a more accurate representation of vitrimer viscoelastic behavior at the molecular level. Bayesian optimization is employed to select force field parameters within the Accelerated ReaxFF framework, and an empirical function is proposed to model temperature dependence, thereby controlling the reaction probabilities under varying temperatures. The extended framework is employed to simulate nonisothermal creep behavior of vitrimers under different applied stress levels, heating rates, and numbers of reactions. The simulation results agree with experimental findings in the literature, validating the robustness of the framework.

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具有动态共价自适应网络的玻璃体加速ReaxFF模拟
Vitrimers是一类新型的可持续聚合物,具有由不同组分之间的键交换反应驱动的动态共价自适应网络,使Vitrimers可再加工和回收。目前的键交换反应建模方法在实际捕获完整的反应途径方面存在不足,这限制了我们对玻璃体粘弹性性质的理解。本研究通过扩展和采用加速反应分子动力学(ReaxFF)技术解决了这些限制,从而能够在分子水平上更准确地表征玻璃体粘弹性行为。采用贝叶斯优化方法选择加速ReaxFF框架内的力场参数,并提出一个经验函数来模拟温度依赖性,从而控制不同温度下的反应概率。采用扩展框架来模拟不同应力水平、加热速率和反应次数下的玻璃聚合体的非等温蠕变行为。仿真结果与文献中的实验结果一致,验证了该框架的鲁棒性。
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来源期刊
Macromolecules
Macromolecules 工程技术-高分子科学
CiteScore
9.30
自引率
16.40%
发文量
942
审稿时长
2 months
期刊介绍: Macromolecules publishes original, fundamental, and impactful research on all aspects of polymer science. Topics of interest include synthesis (e.g., controlled polymerizations, polymerization catalysis, post polymerization modification, new monomer structures and polymer architectures, and polymerization mechanisms/kinetics analysis); phase behavior, thermodynamics, dynamic, and ordering/disordering phenomena (e.g., self-assembly, gelation, crystallization, solution/melt/solid-state characteristics); structure and properties (e.g., mechanical and rheological properties, surface/interfacial characteristics, electronic and transport properties); new state of the art characterization (e.g., spectroscopy, scattering, microscopy, rheology), simulation (e.g., Monte Carlo, molecular dynamics, multi-scale/coarse-grained modeling), and theoretical methods. Renewable/sustainable polymers, polymer networks, responsive polymers, electro-, magneto- and opto-active macromolecules, inorganic polymers, charge-transporting polymers (ion-containing, semiconducting, and conducting), nanostructured polymers, and polymer composites are also of interest. Typical papers published in Macromolecules showcase important and innovative concepts, experimental methods/observations, and theoretical/computational approaches that demonstrate a fundamental advance in the understanding of polymers.
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