扫描前置电子衍射数据分析方法用于合金中沉物的相位映射
E Thronsen1, T Bergh2, T I Thorsen3
1Department of Physics, Norwegian University of Science and Technology (NTNU), N-7491 Trondheim, Norway; Materials and Nanotechnology, SINTEF Industry, N-7465, Trondheim, Norway.
Ultramicroscopy
|October 18, 2023
概括
本研究比较了四种方法,用于纳米水晶相位映射使用扫描前置电子衍射在Al-Cu-Li合金. 所有方法都达到了超过98%的准确性,最佳选择取决于具体的材料表征需求.
科学领域:
- 材料科学 材料科学 材料科学
- 晶体学 晶体学是指结晶学.
- 纳米技术纳米技术
背景情况:
- 纳米级晶体相位映射对于多相材料的表征至关重要.
- 扫描前置电子衍射 (SPED) 是高分辨率相位映射的一个关键技术.
研究的目的:
- 为了比较四种不同的相位映射方法在Al-Cu-Li合金中嵌入沉物的有效性.
- 根据特定的实验要求和数据特征,为选择最佳方法提供指导.
主要方法:
- 评估了四种相位映射算法:非负矩阵分解,矢量匹配,模板匹配和人工神经网络.
- 为了进行定量比较,手动创建了一个地面真相相位图.
- 通过将算法生成的地图与地面真相进行比较来评估准确性.
主要成果:
- 这四种方法都显示出高准确度,超过98%与地面真相相比.
- 非负矩阵因子化优于有限的先验知识和弱强度.
- 矢量匹配是快速而简单的,但需要精确的布拉格点检测.
- 模板匹配处理各种方向,但需要彻底的预处理.
- 人工神经网络需要大量的设置,但为例行任务提供快速预测.
结论:
- 选择相位映射方法取决于诸如数据复杂性,先前知识和所需的处理速度等因素.
- 提供开源代码和数据,以帮助研究人员为各种材料系统选择合适的4D-STEM相位映射策略.
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