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arXiv 2410.03216cond-mat.dis-nncond-mat.mtrl-scicond-mat.soft
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利用原子簇展开分析玻璃中力学与热重排的局部结构

Analysis of local structure of mechanical and thermal rearrangements in glasses with the atomic cluster expansion

Joerg Rottler, Christoph Ortner

AI总结:

该研究用 ACE 描述符和体序线性分类器识别玻璃中热激活与剪切重排的活性粒子,揭示二元混合物与聚合物玻璃对两体、三体结构关联的不同需求。

摘要:

我们利用 atomic cluster expansion(ACE,原子簇展开)探索非晶材料中激发的结构特征;ACE 是原子环境描述符的一种通用且完备的线性基。研究构建了体序线性分类器,用于区分三种不同模型玻璃形成体中的活性粒子与非活性粒子;在这些体系中,结构弛豫通过自发热激活或简单剪切发生。我们发现,在二元混合物中,仅需极少的两体关联就已达到最高预测精度,而聚合物玻璃则同时需要两体和三体关联。这些趋势在两种激活机制下均保持稳健。

英文摘要:

We explore the structural signatures of excitations in amorphous materials with the atomic cluster expansion (ACE), a universal and complete linear basis of descriptors of the atomic environment. Body-orderd linear classifiers are constructed that distinguish between active and inactive particles in three different model glass formers, in which structural relaxation occurs either through spontaneous thermal activation or by simple shear. We find that in binary mixtures, maximum prediction accuracy is already achieved with very few two-body correlations, while a polymer glass requires both two- and three-body correlations. Trends are robust across both activation mechanisms.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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