Operando Study of Ni-22Cr Oxidation Dynamics with Nanoscale Resolution in an X-Ray Photoemission Electron Microscope

IF 6.3 2区 材料科学 Q2 CHEMISTRY, PHYSICAL
Keithen O. Orson, William H. Blades, Anna Costine, Zachary D. Harris, Yuran Niu, Alexei Zakharov, Petra Reinke
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Abstract

Understanding the initial oxidation pathways on binary Ni-Cr surfaces is import for alloy development and rational design. The early-stage oxidation of Ni-22wt.% Cr is studied in-situ and in-operando with synchrotron-based x-ray photoelectron microscopy (XPEEM) and x-ray photoelectron spectroscopy (XPS) at 500 °C and oxygen exposure from 0-65 Langmuir. Preferential Cr oxidation is accompanied by Cr depletion in the alloy. Analysis of XPEEM timeseries and hyperspectral datasets presented the combined challenge of large datasets and varying image background. Hyperspectral data was approached using a combination of data dimensionality reduction techniques including principal component analysis (PCA), non-negative matrix approximation (NNMA), cosine similarity (CS), and tiling. These methods deliver spatially resolved chemical identification and extract the evolution of oxide island distribution over time. XPEEM timeseries thresholding shows that chromia islands are embedded in a thinner layer of oxidic Cr components, and larger islands emerge at ~30 L. Their growth rate and size distribution differs markedly for (104) and (212) surfaces studied here. The layer-plus-island growth mode is reminiscent of a Stranski-Krastanov type growth and increases the oxide layer heterogeneity. This work demonstrates a local-background framework for island identification and the utility of PCA, NNMA, and cosine similarity for analysis of XPEEM datasets.

Abstract Image

在 X 射线光发射电子显微镜中以纳米级分辨率对 Ni-22Cr 氧化动力学进行操作研究
了解镍铬二元表面的初始氧化途径对合金的开发和合理设计具有重要意义。Ni-22wt的早期氧化。利用同步加速器x射线光电子显微镜(XPEEM)和x射线光电子能谱(XPS)在500°C和0-65 Langmuir氧暴露条件下对% Cr进行了原位和操作研究。Cr优先氧化伴随着合金中Cr的损耗。XPEEM时间序列和高光谱数据集的分析面临着大数据集和不同图像背景的综合挑战。采用主成分分析(PCA)、非负矩阵近似(NNMA)、余弦相似度(CS)和平铺等数据降维技术组合处理高光谱数据。这些方法提供了空间分辨的化学鉴定和提取氧化岛分布随时间的演变。XPEEM时间序列阈值分析表明,铬岛嵌入在较薄的氧化Cr组分层中,在~30 l时出现较大的铬岛,它们的生长速度和尺寸分布在(104)和(212)表面上明显不同。层+岛生长模式使人联想到Stranski-Krastanov型生长,增加了氧化层的非均质性。这项工作展示了用于岛屿识别的局部背景框架,以及用于分析XPEEM数据集的PCA、NNMA和余弦相似度的应用。
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来源期刊
Journal of Alloys and Compounds
Journal of Alloys and Compounds 工程技术-材料科学:综合
CiteScore
11.10
自引率
14.50%
发文量
5146
审稿时长
67 days
期刊介绍: The Journal of Alloys and Compounds is intended to serve as an international medium for the publication of work on solid materials comprising compounds as well as alloys. Its great strength lies in the diversity of discipline which it encompasses, drawing together results from materials science, solid-state chemistry and physics.
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