现场传输/扫描传输电子显微镜的前景和前景
Renu Sharma1, Wei-Chang David Yang1
1Materials Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Drive, Gaithersburg, MD 20899, USA.
Microscopy (Oxford, England)
|November 25, 2023
概括
现场电子显微镜的进步使得详细的结构-化学-特性研究成为可能. 人工智能是分析这些强大的技术产生的大型数据集的关键.
科学领域:
- 材料科学 材料科学 材料科学
- 化学 化学 化学
- 物理 物理学 物理
背景情况:
- 在现场传输/扫描传输电子显微镜 (TEM/STEM) 对于理解结构-属性关系至关重要.
- 仪器的发展使"实验室在隙"和"实验室在芯片"在各种刺激下进行实验成为可能.
- 目前的TEM/STEM提供原子分辨率但毫秒时间分辨率,而超快速方法具有亚纳米空间限制.
研究的目的:
- 审查现场电子显微镜中的仪器和计算能力的现状.
- 讨论在现场推进TEM/STEM实验的未来可能性.
- 突出人工智能在从实地研究中管理大型数据集中的作用.
主要方法:
- 使用修改的商业TEM/STEM列和样本持有器进行实地实验.
- 将温度,压力,辐射和场等外部刺激应用于样品中.
- 采用超快电子显微镜进行高时间分辨率研究.
主要成果:
- 在现场TEM/STEM经常收集原子分辨率图像和光谱数据.
- 在克服现场实验方面的挑战方面取得了重大进展.
- 人工智能,特别是机器学习,对于分析大型实验数据集至关重要.
结论:
- 现场电子显微镜提供了前所未有的洞察力,了解材料在各种条件下的行为.
- 需要进一步的仪器和计算开发才能充分利用这些技术.
- 人工智能和机器学习对于未来的in situ电子显微镜数据分析至关重要.
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