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Micromechanical Dilution of PLA/PETG–Glass/Iron Nanocomposites: A More Efficient Molecular Dynamics Approach

机译:PLA/PETG-玻璃/铁纳米复合材料的微机械稀释:一种更有效的分子动力学方法

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摘要

Polylactic acid (PLA) and poly(ethylene terephthalate glycol) (PETG) are popular thermoplastics used in additive manufacturing applications. The mechanical properties of PLA and PETG can be significantly improved by introducing fillers, such as glass and iron nanoparticles (NPs), into the polymer matrix. Molecular dynamics (MD) simulations with the reactive INTERFACE force field were used to predict the mechanical responses of neat PLA/PETG and PLA–glass/iron and PETG–glass/iron nanocomposites with relatively high loadings of glass/iron NPs. We found that the iron and glass NPs significantly increased the elastic moduli of the PLA matrix, while the PETG matrix exhibited modest increases in elastic moduli. This difference in reinforcement ability may be due to the slightly greater attraction between the glass/iron NP and PLA matrix. The NASA Multiscale Analysis Tool was used to predict the mechanical response across a range of volume percent glass/iron filler by using only the neat and highly loaded MD predictions as input. This provides a faster and more efficient approach than creating multiple MD models per volume percent per polymer/filler combination. To validate the micromechanics predictions, experimental samples incorporating hollow glass microspheres (MS) and carbonyl iron particles (CIP) into PLA/PETG were developed and tested for elastic modulus. The CIP produced a larger reinforcement in elastic modulus than the MS, with similar increases in elastic modulus between PLA/CIP and PETG/CIP at 7.77 vol % CIP. The micromechanics-based mechanical predictions compare excellently with the experimental values, validating the integrated micromechanical/MD simulation-based approach.
机译:聚乳酸 (PLA) 和聚对苯二甲酸乙二醇酯 (PETG) 是增材制造应用中常用的热塑性塑料。通过在聚合物基体中引入填料,如玻璃和铁纳米颗粒 (NP),可以显着改善 PLA 和 PETG 的机械性能。具有反作用 INTERFACE 力场的分子动力学 (MD) 模拟用于预测纯 PLA/PETG 和 PLA-玻璃/铁和 PETG-玻璃/铁纳米复合材料的机械响应,玻璃/铁 NPs 的负载相对较高。我们发现铁和玻璃 NPs 显着增加了 PLA 基体的弹性模量,而 PETG 基体的弹性模量表现出适度增加。这种增强能力的差异可能是由于玻璃/铁 NP 和 PLA 基体之间的吸引力略大。NASA 多尺度分析工具用于预测一系列体积百分比玻璃/铁填料的机械响应,仅使用整洁和高负载的 MD 预测作为输入。与为每个聚合物/填料组合创建每个体积百分比的多个 MD 模型相比,这提供了一种更快、更有效的方法。为了验证微观力学预测,开发了将空心玻璃微球 (MS) 和羰基铁颗粒 (CIP) 掺入 PLA/PETG 的实验样品,并测试了弹性模量。CIP 产生的弹性模量比 MS 更大,PLA/CIP 和 PETG/CIP 之间的弹性模量在 7.77 vol % CIP 时增加相似。基于微观力学的力学预测与实验值进行了出色的比较,验证了基于集成微观力学/MD 仿真的方法。

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