The Enhancement of Charge Transfer and Friction at the Interfaces between Defected h-BN and Water: a Density-Functional-Theory-Based Machine Learning Study

IF 2.6 3区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY
Yu Zhong, Hao Li, Yufeng Guo
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引用次数: 0

Abstract

Understanding the friction behavior between hexagonal boron nitride (h-BN) and water is critical for the potential applications of h-BN in liquid-related functional devices. By using a density-functional-theory (DFT)-based machine learning (ML) technique combined with long-time ML-parameterized molecular dynamics simulations, we have systematically investigated charge transfer and friction at the interfaces between h-BN and water. The introduction of defects (including Stone-Wales, B-vacancy, N-vacancy, and B-vacancy/N-vacancy defects) into h-BN significantly enhances heterogeneous charge polarization and distribution at h-BN layers, as well as increases the friction coefficients at water/h-BN interfaces compared to perfect h-BN. The observed increase in interfacial friction of defected h-BN can be attributed to stronger charge transfer and higher charge density at the defected h-BN layers induced by interactions with water molecules. Our results offer deeper insights into the role of defects in modulating charge exchange and transfer between water and h-BN, as well as their impact on interfacial friction.

缺陷h-BN与水界面上电荷转移和摩擦的增强:基于密度泛函理论的机器学习研究
了解六方氮化硼(h-BN)与水之间的摩擦行为对于h-BN在液体相关功能器件中的潜在应用至关重要。通过使用基于密度泛函理论(DFT)的机器学习(ML)技术结合长时间ML参数化分子动力学模拟,我们系统地研究了h-BN与水之间界面的电荷转移和摩擦。与完美的h-BN相比,在h-BN中引入缺陷(包括Stone-Wales、b -空位、n -空位和b -空位/ n -空位缺陷)显著增强了h-BN层的非均质电荷极化和分布,并提高了水/h-BN界面的摩擦系数。观察到的缺陷h-BN界面摩擦的增加可归因于与水分子相互作用引起的缺陷h-BN层更强的电荷转移和更高的电荷密度。我们的研究结果深入了解了缺陷在调节水和h-BN之间电荷交换和转移中的作用,以及它们对界面摩擦的影响。
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来源期刊
Acta Mechanica Solida Sinica
Acta Mechanica Solida Sinica 物理-材料科学:综合
CiteScore
3.80
自引率
9.10%
发文量
1088
审稿时长
9 months
期刊介绍: Acta Mechanica Solida Sinica aims to become the best journal of solid mechanics in China and a worldwide well-known one in the field of mechanics, by providing original, perspective and even breakthrough theories and methods for the research on solid mechanics. The Journal is devoted to the publication of research papers in English in all fields of solid-state mechanics and its related disciplines in science, technology and engineering, with a balanced coverage on analytical, experimental, numerical and applied investigations. Articles, Short Communications, Discussions on previously published papers, and invitation-based Reviews are published bimonthly. The maximum length of an article is 30 pages, including equations, figures and tables
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