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Surface analysis insight note. Principal component analysis (PCA) of an X‐ray photoelectron spectroscopy image. The importance of preprocessing 表面分析洞察笔记。X射线光电子能谱图像的主成分分析。预处理的重要性
IF 1.7 4区 化学 Q2 Chemistry Pub Date : 2023-07-31 DOI: 10.1002/sia.7252
Behnam Moeini, Tahereh G. Avval, Neal Gallagher, M. Linford
This Insight Note follows two previous Insight Notes on X‐ray photoelectron spectroscopy (XPS) image analysis that dealt with the importance of analyzing the raw data and the use of summary statistics. As a next step in the exploratory data analysis (EDA) of XPS images, we now show principal component analysis (PCA) of an XPS image. PCA is appropriate when the spectra in a data set are correlated to some degree and the noise in the spectra is unimportant. In these cases, PCA can significantly reduce the dimensionality and complexity of data sets. Preprocessing is an important part of many PCAs. Its usefulness is illustrated with a small, mock data set, where the potential pitfalls of not preprocessing are shown. PCAs of XPS image data that were not preprocessed and preprocessed by mean centering are illustrated. Scree plots, which are used to determine the number of abstract factors (principal components, PCs) that describe a data set, are shown. The spectra in our XPS image are quite noisy, which is consistent with the moderate, but still significant, amount of variance that is captured by the first two PCs in our PCA. With both preprocessing methods, the loadings on PC1 and PC2 are remarkably smooth. The loadings on the next six PCs also appear to contain some chemical information. Scores images generated using both no preprocessing and preprocessing by mean centering reveal many of the same general features in the data set that were found in our two previous Insight Notes.
本Insight Note是继之前两份关于X射线光电子能谱(XPS)图像分析的Insight Note之后发布的,这两份Insight Note涉及分析原始数据和使用汇总统计数据的重要性。作为XPS图像探索性数据分析(EDA)的下一步,我们现在展示XPS图像的主成分分析(PCA)。当数据集中的频谱在某种程度上相关并且频谱中的噪声不重要时,PCA是合适的。在这些情况下,主成分分析可以显著降低数据集的维数和复杂性。预处理是许多PCA的重要组成部分。它的有用性通过一个小的模拟数据集来说明,其中显示了不进行预处理的潜在陷阱。对未经预处理和平均居中预处理的XPS图像数据的PCA进行了说明。显示了用于确定描述数据集的抽象因素(主要成分,PC)数量的尖叫图。我们的XPS图像中的光谱非常嘈杂,这与PCA中前两个PC捕获的中等但仍然显著的方差量一致。使用这两种预处理方法,PC1和PC2上的负载都非常平滑。接下来的六个PC上的负载似乎也包含一些化学信息。使用无预处理和平均居中预处理生成的分数图像揭示了数据集中的许多相同的一般特征,这些特征在我们之前的两份Insight Notes中发现。
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引用次数: 3
Exploring the acid‐base surface properties of vivianite crystals in aqueous solution 水溶液中蓝晶石晶体酸碱表面性质的探索
IF 1.7 4区 化学 Q2 Chemistry Pub Date : 2023-07-31 DOI: 10.1002/sia.7253
Tian-qiu Hong, Lin Wei, Ziyue Li, Yuanhui Wang, Qiang Zhang, Lei Luo, Tingting Zhang, Ruolan Li, Yiming Tang
The acid–base surface properties of vivianite crystals highly affect the adsorption capacity of vivianite for heavy metals and organic matters in aqueous solution. Therefore, the aim of the study was to innovatively explore and quantify the acid–base surface characterization of vivianite crystals in aqueous solution. It was found that the two surface active adsorption sites (≡POH and ≡FeOH) and five surface species thereof (i.e., ≡PO, ≡POH, ≡FeOH, ≡FeO−, and ≡FeOH2+) underwent surface reaction on vivianite crystals. Moreover, the active surface site and point of zero charge of vivianite crystals were 18 sites/nm2 and pH 5.9. Importantly, constant capacitance model was successfully employed to model the titration data, from which the distribution of surface species as function of pH and surface reaction constants were also accurately derived. The finding herein can be applied for plausible modeling molecular‐scale adsorption of the impurities on vivianite surface.
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引用次数: 0
A first principles study on the catalytic performance of methylcyclohexane dehydrogenation on a monoatomic catalyst 单原子催化剂上甲基环己烷脱氢催化性能的第一性原理研究
IF 1.7 4区 化学 Q2 Chemistry Pub Date : 2023-07-25 DOI: 10.1002/sia.7251
S. Zulaehah, E. Saputra, R. Jonuarti, W. T. Cahyanto
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引用次数: 1
Microstructure and tribological properties of TiSiCN composite coatings with different carbon contents deposited by plasma‐enhanced magnetron sputtering 等离子体增强磁控溅射沉积不同碳含量TiSiCN复合涂层的微观结构和摩擦学性能
IF 1.7 4区 化学 Q2 Chemistry Pub Date : 2023-07-21 DOI: 10.1002/sia.7250
Zhubo Liu, Wantao Jin, B. Zhou, Linan Ma, Xiaoguang Ma, Jing-Wei Zhao
TiSiCN composite coatings with different C contents were prepared on Cr buffer layer by plasma‐enhanced magnetron sputtering. The structure, composition, surface, and cross‐sectional morphology of the coatings were characterized by X‐ray photoelectron spectroscopy, X‐ray diffraction, Raman spectroscopy, scanning electron microscope, and atomic force microscope. The hardness, elastic modulus, and tribological performance of the coatings were evaluated by nanoindentation and reciprocating friction tests. The results showed that the TiSiCN composite coatings are amorphous structure composed of TiCN compound and microcrystalline graphite, and amorphous phases. The increase of C content changed the content and distribution of TiCN ceramics nanocrystal, amorphous Si3N4 and amorphous carbon (sp3‐ and sp2‐hybridized C), thus affecting the hardness and friction behavior of the coatings. The hardness of the composite coatings was related to the content of TiCN phase and sp3‐C in the coatings. The TiSiCN composite coating with C content of 68.2% had lower coefficient of friction and the lowest wear rate.
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引用次数: 0
Effect of pulse current on surface properties of aluminum oxide coating containing graphite 脉冲电流对含石墨氧化铝涂层表面性能的影响
IF 1.7 4区 化学 Q2 Chemistry Pub Date : 2023-07-18 DOI: 10.1002/sia.7249
Nur Afieqah Md. Ghazazi, S. Liza, J. Ishimatsu, N. A. Mat Tahir, Nur Aszreen Zulkifli, Y. Yaakob
Anodizing is widely used as a surface treatment for aluminum alloy to improve its surface properties by increasing the thickness of the oxide layer. Generally, conventional anodizing by direct current (DC) produced high porosity and micro‐cracks. Utilizing pulse current (PC) as a power source and graphite particles as reinforcement for the oxide layer may solve these problems. Therefore, the present work aims to study the effect of the combination approaches on coating growth and the surface characteristics of the oxide coating. The graphite‐incorporated composite oxide coating on the AA2017‐T4 Al alloy was developed by DC and PC hard anodizing process. The surface morphology, topography, chemical composition, and surface hardness were evaluated. In PC anodizing, the growth rate of oxide layer was slower (0.59 μm/min) than DC anodizing (1.08 μm/min). The surface pores start to develop at the 30th minute compared to DC, which is the 20th minute. At 60 min, the formation of porous composite oxide coating is complete with pore dimension (width: 46.74 ± 19.96 μm and depth: 7.11 ± 2.57 μm) and thickness of 35.20 ± 8.90 μm for PC, whereas for DC pore dimension (width: 81.03 ± 21.60 μm and depth: 17.16 ± 4.31 μm) and thickness of 64.80 ± 23.69 μm. Surface roughness and hardness of composite oxide coating by PC were measured at about 1.90 ± 0.04 μm and 379.10 ± 4.37 HV, respectively. Meanwhile, the DC reveals a significant increase in roughness (4.28 ± 0.25 μm) and a decrease in hardness (302.75 ± 1.09 HV). The introduction of graphite particles with PC anodizing reduces the surface porosity, microcracks and enhances the surface hardness of oxide coating.
阳极氧化是一种广泛应用于铝合金的表面处理方法,通过增加氧化层的厚度来改善其表面性能。一般来说,传统的直流阳极氧化会产生高孔隙率和微裂纹。利用脉冲电流(PC)作为电源,石墨颗粒作为氧化层的增强剂可以解决这些问题。因此,本工作旨在研究组合方式对涂层生长和氧化涂层表面特性的影响。采用直流和PC硬质阳极氧化工艺,在AA2017‐T4铝合金表面制备了石墨复合氧化物涂层。评估了表面形貌、形貌、化学成分和表面硬度。在PC阳极氧化中,氧化层的生长速度(0.59 μm/min)比DC阳极氧化(1.08 μm/min)慢。与DC相比,表面孔隙在30分钟开始发育,DC是20分钟。60 min时,PC孔尺寸(宽46.74±19.96 μm,深7.11±2.57 μm)、DC孔尺寸(宽81.03±21.60 μm,深17.16±4.31 μm)、厚度为64.80±23.69 μm的多孔复合氧化物涂层形成完成。PC复合氧化物涂层的表面粗糙度和硬度分别为1.90±0.04 μm和379.10±4.37 HV。同时,表面粗糙度显著增加(4.28±0.25 μm),硬度显著降低(302.75±1.09 HV)。石墨颗粒的引入使氧化膜的表面孔隙率和微裂纹减少,表面硬度提高。
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引用次数: 1
Surface analysis insight note: Analysis of X‐ray photoelectron spectroscopy images with summary statistics 表面分析洞察注:分析X射线光电子能谱图像汇总统计
IF 1.7 4区 化学 Q2 Chemistry Pub Date : 2023-07-17 DOI: 10.1002/sia.7248
Behnam Moeini, M. Linford
Developments in X‐ray photoelectron spectroscopy (XPS) instrumentation and the need for spatial information in surface characterization have led to advances in XPS imaging and related image processing techniques. In this Insight Note, we demonstrate the use of summary statistics as simple, but effective, tools for understanding XPS hyperspectral images (data cubes) prior to more advanced image processing. An XPS image obtained from a silicon surface patterned with different thicknesses of oxide was analyzed with three summary statistics: a tool in the MATLAB programming environment, the mean, and pattern recognition entropy (PRE). The MATLAB tool largely separates the spectra into two groups. The mean does a somewhat better job differentiating between the spectra, and PRE is even more effective. The results of the MATLAB summary statistic are confirmed by plotting the average and standard deviation spectra of different regions of the image it produces. The results of the mean and PRE summary statistics are confirmed by evenly segmenting the results and examining the average and standard deviation spectra of these segments. Fitting these average spectra demonstrates the greater effectiveness of the PRE summary statistic in segmenting the spectra into chemically distinct groups.
X射线光电子能谱(XPS)仪器的发展和表面表征中对空间信息的需求导致了XPS成像和相关图像处理技术的进步。在本Insight Note中,我们展示了在更高级的图像处理之前,使用摘要统计作为简单但有效的工具来理解XPS高光谱图像(数据立方体)。利用MATLAB编程环境中的一个工具、平均值和模式识别熵(PRE)对从具有不同厚度氧化物图案的硅表面获得的XPS图像进行了分析。MATLAB工具在很大程度上将光谱分为两组。平均值在区分光谱方面做得更好,PRE甚至更有效。MATLAB汇总统计的结果通过绘制其产生的图像的不同区域的平均光谱和标准差光谱得到了证实。平均值和PRE汇总统计的结果通过均匀分割结果并检查这些片段的平均值和标准差谱来确认。拟合这些平均光谱表明PRE汇总统计在将光谱分割成化学上不同的组方面具有更大的有效性。
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引用次数: 3
Surface modifications of TiO2 nanostructured materials induced by 120 MeV Ag ions 120mev银离子诱导TiO2纳米结构材料的表面修饰
IF 1.7 4区 化学 Q2 Chemistry Pub Date : 2023-07-16 DOI: 10.1002/sia.7247
B. B. Tripathy, H. Rath, N. C. Mishra, Jayashree Das, D. Mishra
The effect of swift heavy ion irradiation on structural, optical, and microstructural properties of TiO2 has been studied. Pellets prepared from TiO2 nanoparticles have been irradiated by 120 MeV Ag ions at different fluences ranging from 5 × 1011 to 1 × 1013 ions cm−2. X‐ray diffraction (XRD), Raman, UV–visible, and photoluminescence (PL) studies indicated anatase phase both in as‐prepared and irradiated pellets. XRD study revealed the crystallite size of the particles as ~16 nm, which is close to the upper limit of the particle size where anatase phase is most stable. Our study thus established the importance of the initial microstructure on the irradiation response of the nanoparticles. Though irradiation did not affect the crystal structure and the polycrystalline nature of the anatase TiO2, it suppressed the crystalline volume fraction. Poisson fitting of the suppression of XRD peak area with irradiation fluence revealed radius of the track of each 120 MeV Ag ion in TiO2 nanoparticles as ~2.1 nm. Irradiation, in addition to creating disorder, darkened the surface of the pellets because of the creation of oxygen vacancies in the TiO6 octahedra. Reorganization of these defects led to suppression of the band gap of TiO2 nanoparticles from 3.19 eV of the pristine sample to 3 eV for samples irradiated beyond a critical fluences 3 × 1012 ions cm−2. The size of the nanoparticles and their agglomeration remained unaffected by irradiation as indicated by field emission scanning electron micrographs.
研究了快速重离子辐照对TiO2结构、光学和微结构性能的影响。用120 MeV的Ag离子对TiO2纳米颗粒进行了5 × 1011 ~ 1 × 1013离子cm - 2的辐照。X射线衍射(XRD)、拉曼(Raman)、紫外可见(UV-visible)和光致发光(PL)研究表明,在制备的和辐照的颗粒中都存在锐钛矿相。XRD研究表明,颗粒的晶粒尺寸为~16 nm,接近锐钛矿相最稳定的晶粒尺寸上限。因此,我们的研究确定了初始微观结构对纳米颗粒辐照响应的重要性。虽然辐照对锐钛矿TiO2的晶体结构和多晶性质没有影响,但对晶体体积分数有抑制作用。对x射线衍射峰面积随辐照影响的泊松拟合结果表明,每个120 MeV Ag离子在TiO2纳米粒子中的迹线半径为~2.1 nm。辐照除了造成混乱外,还使颗粒表面变暗,因为在TiO6八面体中产生了氧空位。这些缺陷的重组导致TiO2纳米粒子的带隙从原始样品的3.19 eV抑制到超过临界影响3 × 1012离子cm - 2的样品的3 eV。场发射扫描电子显微图显示,纳米颗粒的大小及其团聚不受辐照的影响。
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引用次数: 0
Investigating the structure of the oxide on Ni‐Cr‐Mo alloys while presenting a method for analysis of complex oxides using QUASES 研究了Ni - Cr - Mo合金上氧化物的结构,同时提出了一种用QUASES分析复合氧化物的方法
IF 1.7 4区 化学 Q2 Chemistry Pub Date : 2023-07-09 DOI: 10.1002/sia.7243
Adam M. Morgan, J. D. Henderson, B. Kobe, M. Biesinger, J. Noël
X‐ray photoelectron spectroscopy (XPS) is a technique that is widely used to study thin oxide films because of its extremely high surface sensitivity. Utilizing the QUASES (Quantitative Analysis of Surfaces by Electron Spectroscopy) software package developed by Sven Tougaard (University of Southern Denmark), a user can obtain additional information that is not extracted in conventional XPS analysis, specifically the composition as a function of depth. Presented here is the QUASES analysis of four Ni‐Cr‐Mo alloys performed while testing various inelastic mean free path (IMFP) determination methods in the context of providing a framework for the analysis of complex oxides in QUASES. Ni‐Cr‐Mo alloys are often used to replace conventional materials under aggressive conditions, because of their exceptional corrosion resistance. Their corrosion resistance is conferred by the formation of an inert surface oxide film that protects the underlying metal. Using the QUASES software, the thickness of the air‐formed oxide on four Ni‐Cr‐Mo alloys was found to lie within the range of 2.5–3.6 nm. They were found to be composed of an inner Cr2O3 layer and an outer Cr (OH)3 layer, with a transition zone where the two coexisted. Oxidized Mo species, MoO2 and MoO3, were found in trace amounts at the boundary between the Cr2O3‐only and mixed Cr2O3/Cr (OH)3 regions of the oxide. We also determined that using 20% reduced IMFP values gave results similar to those obtained using electron effective attenuation length (EAL) values. Auger depth profiles showed comparable trends to the QUASES models.
X射线光电子能谱(XPS)是一种广泛用于研究氧化物薄膜的技术,因为它具有极高的表面灵敏度。利用Sven Tougaard(南丹麦大学)开发的QUASES(电子光谱表面定量分析)软件包,用户可以获得传统XPS分析中未提取的附加信息,特别是作为深度函数的成分。本文介绍了在测试各种非弹性平均自由程(IMFP)测定方法时对四种Ni-Cr-Mo合金进行的QUASES分析,为QUASES中复杂氧化物的分析提供了框架。Ni‐Cr‐Mo合金由于其优异的耐腐蚀性,通常用于在侵蚀性条件下取代传统材料。它们的耐腐蚀性是由保护底层金属的惰性表面氧化膜形成的。使用QUASES软件,发现四种Ni-Cr-Mo合金上的空气形成氧化物的厚度在2.5–3.6 nm范围内。发现它们由内部Cr2O3层和外部Cr(OH)3层组成,具有两者共存的过渡区。在氧化物的仅Cr2O3和混合Cr2O3/Cr(OH)3区域之间的边界处发现了微量的氧化Mo物种MoO2和MoO3。我们还确定,使用减少20%的IMFP值得到的结果与使用电子有效衰减长度(EAL)值获得的结果相似。俄歇深度剖面显示出与QUASES模型相当的趋势。
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引用次数: 1
Deposition order and physicochemical process visualization of ink intersections using X‐ray photoelectron spectroscopy imaging for forensic analysis 用于法医分析的X射线光电子能谱成像墨水交叉点的沉积顺序和物理化学过程可视化
IF 1.7 4区 化学 Q2 Chemistry Pub Date : 2023-07-08 DOI: 10.1002/sia.7246
Michelle D. Sullivan, W. Pinson, Troy Eberhardt, Jonathan J Ross, Tyler W. Wood
The physicochemical events at ink intersections are largely understudied. Chemical imaging techniques and multivariate analyses applied to this problem thus far lack the performance characteristics to make confident conclusions about these processes. This deficiency leads to subjective and controversial deposition order determinations in forensic investigations. In this comprehensive report, 44 unique crossings involving laser toners and stamps, as well as felt‐tip, rollerball, gel, and ballpoint pen inks, were imaged with X‐ray photoelectron spectroscopy (XPS), using a 50‐μm X‐ray spot size and 100‐μm steps. The specificity and surface sensitivity of XPS enabled the objective visualization of the inks' chemistry upon deposition via spatial elemental distribution in‐situ. Signal intensity and atomic concentration were mapped for each element detected. Discrimination was possible in 100% of written and printed inks analyzed, and the relationship between the elemental concentration profile in each intersection was compared with the known sequence. Formation of ink layers, mixing, and separation of ink components by way of electrostatic forces were observed. Insights into the known complexity of ink intersection processes were revealed and highlight the need for understanding the chosen analytical technique's information depth and for complementary analyses to increase sequencing confidence. We also provide evidence that these processes invalidate the utility of principal component analysis for analyzing ink intersections. However, sequencing accuracy was 84% for all samples analyzed, and its success was highly dependent on the presence of physical features (i.e., thick coatings and embossed regions). In some intersection types, especially toners, the features exposed with XPS imaging enabled a sequencing accuracy of 100%.
油墨相交处的物理化学事件在很大程度上没有得到充分的研究。迄今为止,用于该问题的化学成像技术和多变量分析缺乏性能特征,无法对这些过程做出自信的结论。这一缺陷导致了法医调查中主观和有争议的取证令决定。在这份综合报告中,使用50 μm X射线光电子能谱(XPS)和100 μm步长,对44个独特的交叉点进行了成像,这些交叉点涉及激光碳粉和印章,以及毡尖、滚球、凝胶和圆珠笔墨水。XPS的特异性和表面灵敏度使得通过元素在原位的空间分布来客观地观察油墨在沉积过程中的化学性质。对检测到的每种元素绘制信号强度和原子浓度图。所分析的100%的书写和印刷油墨都可以识别,并将每个交叉点的元素浓度曲线与已知序列之间的关系进行比较。观察了静电作用下油墨层的形成、油墨组分的混合和分离。洞察到已知的油墨相交过程的复杂性被揭示,并强调需要了解所选择的分析技术的信息深度和补充分析,以增加测序的信心。我们还提供证据表明,这些过程使主成分分析用于分析油墨相交的效用无效。然而,所有分析样品的测序精度为84%,其成功高度依赖于物理特征的存在(即厚涂层和压纹区域)。在某些交叉类型中,特别是碳粉,XPS成像暴露的特征使测序精度达到100%。
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引用次数: 0
Issue Information 问题信息
IF 1.7 4区 化学 Q2 Chemistry Pub Date : 2023-07-04 DOI: 10.1002/sia.7118
No abstract is available for this article.
这篇文章没有摘要。
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引用次数: 0
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Surface and Interface Analysis
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