Combining PCA and nonlinear fitting of peak models to re-evaluate C 1s XPS spectrum of cellulose

纤维素 X射线光电子能谱 主成分分析 分子 氢键 化学 谱线 分析化学(期刊) 降级(电信) 材料科学 化学工程 有机化学 数学 计算机科学 物理 电信 统计 工程类 天文
作者
Vincent Fernández,David Morgan,Pascal Bargiela,Neal Fairley,Jonas Baltrušaitis
出处
期刊:Applied Surface Science [Elsevier BV]
卷期号:614: 156182-156182 被引量:34
标识
DOI:10.1016/j.apsusc.2022.156182
摘要

Cellulose is an example of a material that responds to XPS by the creation of new chemistry not present in the as-received sample. While improvements in instrumentation may be seen in general as beneficial to surface science, recent studies have shown that the consequences for some materials are detrimental. In this work, these problems are illustrated through an analysis of cellulose spectra obtained during a degradation study. C 1s spectra are decomposed into two well-formed component curves that are open to chemical interpretation. In particular, a component-curve representative of pure cellulose is obtained as well as a second component curve that implies cellulose is degraded through the creation of carbon chemistry involving CO, CO and OCO. Since cellulose is a crystalline material, formed through the alignment of molecules under the influence of hydrogen bonds, the analysis and findings presented in this paper are relevant to any material analyzed by XPS whose properties are dependent on hydrogen bonds. The analysis techniques are based on an informed vectorial approach, which extracts directly from data spectral shapes that are used to monitor sample degradation via linear least squares optimization. Related mathematics of Principal Component Analysis and linear analysis are presented.
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