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Instrumental and chemometric analysis of automotive clear coat paints by micro laser Raman and UV microspectrophotometry.

机译:用微激光拉曼光谱和紫外显微分光光度法对汽车透明涂料的仪器和化学计量学分析。

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摘要

Automotive paints have used an ultraviolet (UV) absorbing clear coat system for nearly thirty years. These clear coats have become of forensic interest when comparing paint transfers and paint samples from suspect vehicles. Clear coat samples and their ultraviolet absorbers are not typically examined or characterized using Raman spectroscopy or microspectrophotometry (MSP), however some past research has been done using MSP. Chemometric methods are also not typically used for this characterization. In this study, Raman and MSP spectra were collected from the clear coats of 245 American and Australian automobiles. Chemometric analysis was subsequently performed on the measurements. Sample preparation was simple and involved peeling the clear coat layer and placing the peel on a foil-covered microscope slide for Raman or a quartz slide with no cover slip for MSP. Agglomerative hierarchical clustering suggested three classes of spectra, and principal component analysis confirmed this. Factor loadings for the Raman data illustrated that much of the variance between spectra came from specific regions (400 -- 465 cm-1, 600 -- 660 cm-1, 820 -- 885 cm-1, 950 -- 1050 cm-1, 1740 -- 1780 cm-1, and 1865 -- 1900 cm-1). For MSP, the regions of highest variance were between 230 -- 270 nm and 290 -- 370 nm. Discriminant analysis showed that the three classes were well-differentiated with a cross-validation accuracy of 92.92% for Raman and 91.98% for MSP. Analysis of variance attributed differentiability of the classes to the regions between 400 -- 430 cm -1, 615 -- 640 cm-1, 825 -- 880 cm -1, 1760 -- 1780 cm-1, and 1860 -- 1900 cm -1 for Raman spectroscopy. For MSP, these regions were between 240 -- 285 nm and 300 -- 370 nm. External validation results were poor due to excessively noisy spectra, with a prediction accuracy of 51.72% for Raman and 50.00% for MSP. No correlation was found between the make, model, and year of the vehicles using either method of analysis.
机译:汽车油漆已经使用了吸收紫外线(UV)的透明涂层系统近30年。在比较可疑车辆的油漆转移和油漆样品时,这些透明涂层已成为法医的关注对象。透明涂层样品及其紫外线吸收剂通常不使用拉曼光谱法或显微分光光度法(MSP)进行检查或表征,但是过去使用MSP进行了一些研究。化学计量方法通常也不用于此表征。在这项研究中,拉曼光谱和MSP光谱是从245辆美国和澳大利亚汽车的透明涂层中收集的。随后对测量结果进行化学计量分析。样品制备很简单,涉及剥离透明涂层,并将剥离物放在箔覆盖的拉曼显微镜载玻片上,或者在无盖玻片的MSP石英载玻片上。聚集层次聚类建议了三类光谱,主成分分析证实了这一点。拉曼数据的因子加载表明,光谱之间的大部分差异来自特定区域(400-465 cm-1、600-660 cm-1、820-885 cm-1、950-1050 cm-1 ,1740-1780 cm-1和1865-1900 cm-1)。对于MSP,变化最大的区域在230-270 nm和290-370 nm之间。判别分析显示,这三类的差异很大,交叉验证的拉曼准确度为92.92%,MSP为91.98%。类的差异分析归因于类别在400-430 cm -1、615-640 cm-1、825-880 cm -1、1760-1780 cm-1和1860-1900 cm之间的区域的可区分性-1用于拉曼光谱。对于MSP,这些区域在240-285 nm和300-370 nm之间。由于光谱噪声太大,外部验证结果很差,拉曼的预测准确度为51.72%,MSP的预测准确度为50.00%。使用任何一种分析方法都没有发现车辆的品牌,型号和年份之间的相关性。

著录项

  • 作者

    Mendlein, Alexandra Nicole.;

  • 作者单位

    Purdue University.;

  • 授予单位 Purdue University.;
  • 学科 Chemistry Analytical.
  • 学位 M.S.
  • 年度 2011
  • 页码 203 p.
  • 总页数 203
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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