Direct derivation of anisotropic atomic displacement parameters from molecular dynamics simulations in extended solids with substitutional disorder using a neural network potential.

IF 1.9 4区 材料科学 Q3 CHEMISTRY, MULTIDISCIPLINARY
Yoyo Hinuma
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引用次数: 0

Abstract

Atomic displacement parameters (ADPs) are crystallographic information describing the statistical distribution of atoms around an atom site. Anisotropic ADPs by atom were directly derived from classical molecular dynamics (MD) simulations using a universal machine-learned potential. The (co)valences of atom positions were taken over recordings at different time steps in a single MD simulation. The procedure is demonstrated on extended solids, namely rocksalt structure MgO and three thermoelectric materials, Ag8SnSe6, Na2In2Sn4 and BaCu1.14In0.86P2. Unlike the very frequently used lattice dynamics approach, the MD approach can obtain ADPs in crystals with substitutional disorder and explicitly at finite temperature, but not under conditions where atoms migrate in the crystal. The calculated ADP approaches 0 when the temperature approaches 0, and the ADP is proportional to the temperature when the atom is in a harmonic potential and the sole contribution to the actual non-zero ADP is from the zero-point motion. The zero-point motion contribution can be estimated from the proportionality constant assuming this Einstein model. ADPs from MD simulations could act as a tool complementing experimental efforts to understand the crystal structure including the distribution of atoms around atom sites.

利用神经网络电位直接推导具有取代无序扩展固体分子动力学模拟的各向异性原子位移参数。
原子位移参数(ADPs)是描述原子位置周围原子统计分布的晶体学信息。原子的各向异性ADPs直接从经典分子动力学(MD)模拟中得到,使用通用机器学习势。原子位置的(co)价在单个MD模拟中以不同的时间步长记录。在扩展固体(岩盐结构MgO)和三种热电材料Ag8SnSe6、Na2In2Sn4和BaCu1.14In0.86P2上进行了实验验证。与经常使用的晶格动力学方法不同,MD方法可以在具有取代无序和明确的有限温度下获得adp,但不能在原子在晶体中迁移的条件下获得adp。当温度趋近于0时,计算得到的ADP趋近于0,当原子处于谐波势时,ADP与温度成正比,而对实际非零ADP的唯一贡献来自零点运动。零点运动的贡献可以通过假设这个爱因斯坦模型的比例常数来估计。来自MD模拟的ADPs可以作为一种补充实验努力的工具,以了解晶体结构,包括原子在原子位点周围的分布。
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来源期刊
Acta Crystallographica Section A: Foundations and Advances
Acta Crystallographica Section A: Foundations and Advances CHEMISTRY, MULTIDISCIPLINARYCRYSTALLOGRAPH-CRYSTALLOGRAPHY
CiteScore
2.60
自引率
11.10%
发文量
419
期刊介绍: Acta Crystallographica Section A: Foundations and Advances publishes articles reporting advances in the theory and practice of all areas of crystallography in the broadest sense. As well as traditional crystallography, this includes nanocrystals, metacrystals, amorphous materials, quasicrystals, synchrotron and XFEL studies, coherent scattering, diffraction imaging, time-resolved studies and the structure of strain and defects in materials. The journal has two parts, a rapid-publication Advances section and the traditional Foundations section. Articles for the Advances section are of particularly high value and impact. They receive expedited treatment and may be highlighted by an accompanying scientific commentary article and a press release. Further details are given in the November 2013 Editorial. The central themes of the journal are, on the one hand, experimental and theoretical studies of the properties and arrangements of atoms, ions and molecules in condensed matter, periodic, quasiperiodic or amorphous, ideal or real, and, on the other, the theoretical and experimental aspects of the various methods to determine these properties and arrangements.
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