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基于二维环形暗场扫描透射电子显微镜图像估算负载型金属纳米颗粒的三维原子结构:原子计数与局部极小值搜索算法的结合

3D Atomic Structure of Supported Metallic Nanoparticles Estimated from 2D ADF STEM Images: A Combination of Atom-Counting and a Local Minima Search Algorithm.

作者信息

Arslan Irmak Ece, Liu Pei, Bals Sara, Van Aert Sandra

机构信息

EMAT and NANOlab Center of Excellence, University of Antwerp, Groenenborgerlaan 171, 2020 Antwerp, Belgium.

出版信息

Small Methods. 2021 Dec;5(12):e2101150. doi: 10.1002/smtd.202101150. Epub 2021 Nov 10.

DOI:10.1002/smtd.202101150
PMID:34928008
Abstract

Determining the 3D atomic structure of nanoparticles (NPs) is critical to understand their structure-dependent properties. It is hereby important to perform such analyses under conditions relevant for the envisioned application. Here, the 3D structure of supported Au NPs at high temperature, which is of importance to understand their behavior during catalytic reactions, is investigated. To overcome limitations related to conventional high-resolution electron tomography at high temperature, 3D characterization of NPs with atomic resolution has been performed by applying atom-counting using atomic resolution annular dark-field scanning transmission electron microscopy (ADF STEM) images followed by structural relaxation. However, at high temperatures, thermal displacements, which affect the ADF STEM intensities, should be taken into account. Moreover, it is very likely that the structure of an NP investigated at elevated temperature deviates from a ground state configuration, which is difficult to determine using purely computational energy minimization approaches. In this paper, an optimized approach is therefore proposed using an iterative local minima search algorithm followed by molecular dynamics structural relaxation of candidate structures associated with each local minimum. In this manner, it becomes possible to investigate the 3D atomic structure of supported NPs, which may deviate from their ground state configuration.

摘要

确定纳米颗粒(NPs)的三维原子结构对于理解其结构依赖性特性至关重要。因此,在与预期应用相关的条件下进行此类分析非常重要。在此,研究了负载型金纳米颗粒在高温下的三维结构,这对于理解其在催化反应中的行为很重要。为了克服与传统高温高分辨率电子断层扫描相关的局限性,通过使用原子分辨率环形暗场扫描透射电子显微镜(ADF STEM)图像进行原子计数并随后进行结构弛豫,对具有原子分辨率的纳米颗粒进行了三维表征。然而,在高温下,影响ADF STEM强度的热位移应予以考虑。此外,在高温下研究的纳米颗粒的结构很可能偏离基态构型,这很难使用纯计算能量最小化方法来确定。因此,本文提出了一种优化方法,即使用迭代局部极小值搜索算法,然后对与每个局部极小值相关的候选结构进行分子动力学结构弛豫。通过这种方式,可以研究可能偏离其基态构型的负载型纳米颗粒的三维原子结构。

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