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使用似然比方法对影响拉曼光谱解释的各种因素进行研究。

Investigation of various factors influencing Raman spectra interpretation with the use of likelihood ratio approach.

作者信息

Michalska Aleksandra, Martyna Agnieszka, Zadora Grzegorz

机构信息

Institute of Forensic Research, Westerplatte 9, 31-033 Krakow, Poland.

Department of Analytical Chemistry, Institute of Chemistry, The University of Silesia, Szkolna 9, 40-006 Katowice, Poland.

出版信息

Forensic Sci Int. 2018 Jan;282:60-73. doi: 10.1016/j.forsciint.2017.10.034. Epub 2017 Nov 3.

Abstract

The main aim of this study was to verify whether selected analytical parameters may affect solving the comparison problem of Raman spectra with the use of the likelihood ratio (LR) approach. Firstly the LR methodologies developed for Raman spectra of blue automotive paints obtained with the use of 785nm laser source (results published by the authors previously) were implemented for good quality spectra recorded for these paints with the use of 514.5nm laser source. For LR models construction two types of variables were used i.e. areas under selected pigments bands and coefficients derived from discrete wavelet transform procedure (DWT). Few experiments were designed for 785nm and 514.5nm Raman spectra databases after constructing well performing LR models (low rates of false positive and false negative answers and acceptable results of empirical cross entropy approach). In order to verify whether objective magnification described by its numerical aperture affects spectra interpretation, three objective magnifications -20×(N.A.=0.4.), 50×(N.A.=0.75) and 100×(N.A.=0.85) within each of the applied laser sources (514.5nm and 785nm) were tested for a group of blue solid and metallic automotive paints having the same sets of pigments depending on the applied laser source. The findings obtained by two types of LR models indicate the importance of this parameter for solving the comparison problem of both solid and metallic automotive paints regardless of the laser source used for measuring Raman signal. Hence, the same objective magnification, preferably 50× (established based on the analysis of within- and between-samples variability and F-factor value), should be used when focusing the laser on samples during Raman measurements. Then the influence of parameters (laser power and time of irradiation) of one of the recommended fluorescence suppression techniques, namely photobleaching, was under investigation. Analysis performed on a group of solid automotive paint samples showed that time of irradiation upon established laser power does not affect solving the comparison problem with the use of LR test. Likewise upon established time of irradiation 5% or 10% laser power could be used interchangeably without changing conclusions within this problem. However, upon the established time of irradiation changes in laser power between control and recovered sample from 5% or 10% to 50% may cause erroneous conclusions. Additionally it was also proved that prolonged irradiation of paint does not quantitatively affect pigments bands areas revealed after such a pre-treatment.

摘要

本研究的主要目的是验证所选分析参数是否会影响使用似然比(LR)方法解决拉曼光谱的比较问题。首先,将之前作者发表的针对使用785nm激光源获得的蓝色汽车漆拉曼光谱所开发的LR方法,应用于使用514.5nm激光源记录的这些漆的高质量光谱。在构建LR模型时,使用了两种类型的变量,即所选颜料带下方的面积和离散小波变换程序(DWT)得出的系数。在构建性能良好的LR模型(假阳性和假阴性答案的发生率较低以及经验交叉熵方法的结果可接受)之后,针对785nm和514.5nm拉曼光谱数据库设计了少量实验。为了验证由数值孔径描述的物镜放大倍数是否会影响光谱解释,在每种应用的激光源(514.5nm和785nm)范围内,对一组具有相同颜料组的蓝色固体和金属汽车漆测试了三种物镜放大倍数——20×(N.A.=0.4)、50×(N.A.=0.75)和100×(N.A.=0.85),具体取决于所应用的激光源。由两种类型的LR模型获得的结果表明,该参数对于解决固体和金属汽车漆的比较问题很重要,无论用于测量拉曼信号的激光源是什么。因此,在拉曼测量期间将激光聚焦在样品上时,应使用相同的物镜放大倍数,最好是50×(基于样品内和样品间变异性以及F因子值的分析确定)。然后,对推荐的荧光抑制技术之一——光漂白的参数(激光功率和照射时间)的影响进行了研究。对一组固体汽车漆样品进行的分析表明,在既定激光功率下的照射时间不会影响使用LR测试解决比较问题。同样,在既定照射时间下,5%或10%的激光功率可以互换使用,而不会改变该问题的结论。然而,在既定照射时间下,对照样品和回收样品之间的激光功率从5%或10%变为50%可能会导致错误的结论。此外,还证明了对漆进行长时间照射不会对这种预处理后显示的颜料带面积产生定量影响。

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