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abTEM代码:基于第一性原理的透射电子显微镜技术

The abTEM code: transmission electron microscopy from first principles.

作者信息

Madsen Jacob, Susi Toma

机构信息

Faculty of Physics, University of Vienna, Vienna, 1090, Austria.

出版信息

Open Res Eur. 2021 May 21;1:24. doi: 10.12688/openreseurope.13015.2. eCollection 2021.

Abstract

Simulation of transmission electron microscopy (TEM) images or diffraction patterns is often required to interpret experimental data. Since nuclear cores dominate electron scattering, the scattering potential is typically described using the independent atom model, which completely neglects valence bonding and its effect on the transmitting electrons. As instrumentation has advanced, new measurements have revealed subtle details of the scattering potential that were previously not accessible to experiment. We have created an open-source simulation code designed to meet these demands by integrating the ability to calculate the potential via density functional theory (DFT) with a flexible modular software design. abTEM can simulate most standard imaging modes and incorporates the latest algorithmic developments. The development of new techniques requires a program that is accessible to domain experts without extensive programming experience. abTEM is written purely in Python and designed for easy modification and extension. The effective use of modern open-source libraries makes the performance of abTEM highly competitive with existing optimized codes on both CPUs and GPUs and allows us to leverage an extensive ecosystem of libraries, such as the Atomic Simulation Environment and the DFT code GPAW. abTEM is designed to work in an interactive Python notebook, creating a seamless and reproducible workflow from defining an atomic structure, calculating molecular dynamics (MD) and electrostatic potentials, to the analysis of results, all in a single, easy-to-read document.  This article provides ongoing documentation of abTEM development. In this first version, we show use cases for hexagonal boron nitride, where valence bonding can be detected, a 4D-STEM simulation of molybdenum disulfide including ptychographic phase reconstruction, a comparison of MD and frozen phonon modeling for convergent-beam electron diffraction of a 2.6-million-atom silicon system, and a performance comparison of our fast implementation of the PRISM algorithm for a decahedral 20000-atom gold nanoparticle.

摘要

为了解释实验数据,常常需要对透射电子显微镜(TEM)图像或衍射图案进行模拟。由于原子核核心主导电子散射,散射势通常使用独立原子模型来描述,该模型完全忽略了价键及其对透射电子的影响。随着仪器技术的进步,新的测量揭示了散射势的细微细节,这些细节以前实验无法获取。我们创建了一个开源模拟代码,通过将基于密度泛函理论(DFT)计算势的能力与灵活的模块化软件设计相结合,来满足这些需求。abTEM可以模拟大多数标准成像模式,并纳入了最新的算法进展。新技术的开发需要一个领域专家无需大量编程经验就能使用的程序。abTEM完全用Python编写,设计易于修改和扩展。有效利用现代开源库使abTEM在CPU和GPU上的性能与现有优化代码具有高度竞争力,并使我们能够利用广泛的库生态系统,如原子模拟环境和DFT代码GPAW。abTEM旨在在交互式Python笔记本中运行,从定义原子结构、计算分子动力学(MD)和静电势到结果分析,在一个易于阅读的文档中创建无缝且可重复的工作流程。本文提供了abTEM开发的持续文档。在第一个版本中,我们展示了六方氮化硼的用例,其中可以检测到价键,二硫化钼的4D-STEM模拟包括叠层相重建,对一个260万个原子的硅系统的会聚束电子衍射进行MD和冻结声子建模的比较,以及对一个二十面体20000个原子的金纳米颗粒的PRISM算法快速实现的性能比较。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1323/10446330/d71615b1a6bf/openreseurope-1-14825-g0000.jpg

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