Al - 90Tb - 10玻璃中短程序及其与竞争晶相结构的关系

L. Tang, Z. J. Yang, T. Wen, K. Ho, M. Kramer, Caizhuang Wang
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摘要

利用人工神经网络深度机器学习建立的原子间势进行分子动力学模拟,研究了Al90Tb10金属玻璃的局部结构秩序。研究表明,在Al90Tb10玻璃中,超过80%的tb中心簇具有短程有序(SRO),其17个第一配位壳原子以“3661”或“15551”顺序堆叠。伯格曼型填料延伸到第二和第三配位壳的中程有序(MRO)也被清楚地观察到。对“3661”和“15551”组成的网络的分析表明,约82%的SRO单元共享它们的面或顶点,而只有约6%的相邻SRO对是互穿的。这种网络拓扑结构与tb中心周围的bergman型MRO是一致的。此外,利用遗传算法和神经网络原子间势进行晶体结构搜索,发现了几种成分接近Al90Tb10的低能亚稳晶体结构。这些晶体结构中的一些具有“3661”SRO,而另一些具有“15551”SRO。虽然具有'3661' SRO的晶体结构也表现出与在玻璃中观察到的非常相似的MRO,但具有'15551' SRO的晶体结构在Tb中心周围的第二和第三壳层的原子填充与在玻璃相中观察到的伯格曼型MRO非常不同。
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Short- and Medium-Range Orders in Al 90Tb 10 Glass and Their Relation to the Structures of Competing Crystalline Phases
Molecular dynamics simulations using an interatomic potential developed by artificial neural network deep machine learning are performed to study the local structural order in Al90Tb10 metallic glass. We show that more than 80% of the Tb-centered clusters in Al90Tb10 glass have short-range order (SRO) with their 17 first coordination shell atoms stacked in a '3661' or '15551' sequence. Medium-range order (MRO) in Bergman-type packing extended out to the second and third coordination shells is also clearly observed. Analysis of the network formed by the '3661' and '15551' clusters show that ~82% of such SRO units share their faces or vertexes, while only ~6% of neighboring SRO pairs are interpenetrating. Such a network topology is consistent with the Bergman-type MRO around the Tb-centers. Moreover, crystal structure searches using genetic algorithm and the neural network interatomic potential reveal several low-energy metastable crystalline structures in the composition range close to Al90Tb10. Some of these crystalline structures have the '3661' SRO while others have the '15551' SRO. While the crystalline structures with the '3661' SRO also exhibit the MRO very similar to that observed in the glass, the ones with the '15551' SRO have very different atomic packing in the second and third shells around the Tb centers from that of the Bergman-type MRO observed in the glassy phase.
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