フルテキストURL
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著者
Minamitani, Emi SANKEN, The University of Osaka
Nakamura, Takenobu Department of Materials and Chemistry Materials DX Research Center, National Institute of Advanced Industrial Science and Technology (AIST)
Obayashi, Ippei Center for Artificial Intelligence and Mathematical Data Science, Okayama University
Mizuno, Hideyuki Graduate School of Arts and Sciences, The University of Tokyo
抄録
Understanding how atomic-level structures govern the mechanical properties of amorphous materials remains a fundamental challenge in solid-state physics. Under mechanical loading, amorphous materials exhibit simple affine and spatially inhomogeneous nonaffine displacements that contribute to the elastic modulus through the Born (affine) and nonaffine terms, respectively. The differences between soft local structures characterized by small Born terms or large nonaffine displacements have yet to be elucidated. This challenge is particularly complex in covalent amorphous materials such as silicon, where the medium-range order (MRO) plays a crucial role in the network structure. To address these issues, we combined molecular dynamics simulations with persistent homology analysis. Our results reveal that local structures with small Born terms are governed by short-range characteristics, whereas those with large nonaffine displacements exhibit hierarchical structures in which short-range disorder is embedded within the MRO. These hierarchical structures are also strongly correlated with low-energy localized vibrational excitations. Our findings demonstrate that the mechanical responses and dynamic properties of covalent amorphous materials are intrinsically linked to the MRO, providing a framework for understanding and tailoring their properties.
発行日
2025-09-25
出版物タイトル
Nature Communications
16巻
1号
出版者
Springer Science and Business Media LLC
開始ページ
8226
ISSN
2041-1723
資料タイプ
学術雑誌論文
言語
英語
OAI-PMH Set
岡山大学
論文のバージョン
publisher
PubMed ID
DOI
ライセンス
http://creativecommons.org/licenses/by/4.0/
Citation
Minamitani, E., Nakamura, T., Obayashi, I. et al. Persistent homology elucidates hierarchical structures responsible for mechanical properties in covalent amorphous solids. Nat Commun 16, 8226 (2025). https://doi.org/10.1038/s41467-025-63424-z
助成情報
JPMJPR2198: 構造トポロジー情報を応用した靭やかな機械学習力場の構築 ( 国立研究開発法人科学技術振興機構 / Japan Science and Technology Agency )
JPMJFR236Q: データ・数理・因果で紐解く非晶質物質科学 ( 国立研究開発法人科学技術振興機構 / Japan Science and Technology Agency )
21H01816: データサイエンス技術を活用した二次元アモルファス材料における熱物性の理論研究 ( 文部科学省 / Ministry of Education )
23H04470: トポロジカルデータ解析の機械学習ポテンシャルへの応用 ( 文部科学省 / Ministry of Education )
22K03543: コロイドゲルの物性研究:非平衡・平衡ゲルの弾性、塑性、振動、音波輸送 ( 文部科学省 / Ministry of Education )
23H04495: 深層学習で切り拓くガラス物理:局在振動の形成機構解明 ( 文部科学省 / Ministry of Education )
19KK0068: 力学系と計算トポロジーの融合による新しいデータ解析技術の開発 ( 文部科学省 / Ministry of Education )
20H05884: 数理情報科学に基づく超秩序構造の網羅的解析 ( 文部科学省 / Ministry of Education )
22H05106: ダイナミクスの確率的記述と推論により拓く新しいデータ科学 ( 文部科学省 / Ministry of Education )
( 公益財団法人稲盛財団 / Inamori Foundation )