Forensic classification of black inkjet prints using Fourier transform near-infrared spectroscopy and Linear Discriminant Analysis

Forensic Science International - Tập 299 - Trang 128-134 - 2019
Michal Oravec1, Anel Beganović2, Lukáš Gál1, Michal Čeppan1, Christian W. Huck2
1Slovak University of Technology in Bratislava, Faculty of Chemical and Food Technology, Radlinskeho 9, 812 37 Bratislava, Slovak Republic
2Leopold-Franzens University, Institute of Analytical Chemistry and Radiochemistry, CCB — Center for Chemistry and Biomedicine, Innrain 80/82, 6020 Innsbruck, Austria

Tài liệu tham khảo

Kula, 2014, Application of CE-MS to examination of black inkjet printing inks for forensic purposes, Talanta, 128, 92, 10.1016/j.talanta.2014.04.004 Gál, 2015, Principal component analysis for the forensic discrimination of black inkjet inks based on the Vis-NIR fibre optics reflection spectra, Forensic Sci. Int., 257, 285, 10.1016/j.forsciint.2015.09.011 Wilson, 2004, Differentiation of black gel inks using optical and chemical techniques, J. Forensic Sci., 49, 364, 10.1520/JFS2003262 Weyermann, 2007, Differentiation of blue ballpoint pen inks by laser desorption ionization mass spectrometry and high-performance thin-layer chromatography, J. Forensic Sci., 52, 217, 10.1111/j.1556-4029.2006.00303.x Hofer, 2004, Dating of ballpoint pen ink, J. Forensic Sci., 49, 1353, 10.1520/JFS2004056 Szynkowska, 2010, Ablative analysis of black and colored toners using LA–ICP–TOF–MS for the forensic discrimination of photocopy and printer toners, Surf. Interface Anal., 42, 429, 10.1002/sia.3194 Trejos, 2014, Characterization of toners and inkjets by laser ablation spectrochemical methods and scanning electron microscopy–energy dispersive X–ray spectroscopy, Spectrochim. Acta B, 92, 9, 10.1016/j.sab.2013.11.004 Metzinger, 2014, Discrimination of paper and print types based on their laser induced breakdown spectra, Spectrochim. Acta B, 94–95, 48, 10.1016/j.sab.2014.03.006 Dordevic, 2012, Statistical methods for improving verification of claims of origin for Italian wines based on stable isotope ratios, Anal. Chim. Acta, 757, 19, 10.1016/j.aca.2012.10.046 Pasquini, 2016, Chiral cyclodextrin-modified micellar electrokinetic chromatography and chemometric techniques for green tea samples origin discrimination, Talanta, 150, 7, 10.1016/j.talanta.2015.12.003 Gómez-Caravaca, 2016, Chemometric applications to assess quality and critical parameters of virgin and extra-virgin olive oil. A review, Anal. Chim. Acta, 913, 1, 10.1016/j.aca.2016.01.025 Martı́n, 2001, Fatty acid profiles as discriminant parameters for coffee varieties differentiation, Talanta, 54, 291, 10.1016/S0039-9140(00)00647-0 Oravec, 2018, In-situ surface-enhanced Raman scattering and FT-Raman spectroscopy of black prints, Vib. Spectrosc., 94, 16, 10.1016/j.vibspec.2017.10.007 Heudt, 2012, Raman spectroscopy and laser desorption mass spectrometry for minimal destructive forensic analysis of black and color inkjet printed documents, Forensic Sci. Int., 219, 64, 10.1016/j.forsciint.2011.12.001 Braz, 2013, Raman spectroscopy for forensic analysis of inks in questioned documents, Forensic Sci. Int., 232, 206, 10.1016/j.forsciint.2013.07.017 Materazzi, 2017, New insights in forensic chemistry: NIR/chemometrics analysis of toners for questioned documents examination, Talanta, 174, 673, 10.1016/j.talanta.2017.06.044 Vermam, 2018, Analysis of laser printer and photocopier toners by spectral properties and chemometrics, Spectrochim. Acta A, 196, 40, 10.1016/j.saa.2018.02.001 Buzzini, 2018, On the criteria for the discrimination of inkjet printer inks using micro-Raman spectroscopy, J. Raman Spectrosc., 49, 1791, 10.1002/jrs.5458 Yu, 2001, A direct LDA algorithm for high-dimensional data-with application to face recognition, Pattern Recognit. Lett., 34, 2067, 10.1016/S0031-3203(00)00162-X Hand, 2006, Classifier technology and the illusion of progress, Stat. Sci., 21, 1, 10.1214/088342306000000060 Guo, 2007, Regularized linear discriminant analysis and its application in microarrays, Biostatistics, 8, 86, 10.1093/biostatistics/kxj035 Cai, 2018, Network linear discriminant analysis, Comput. Stat. Data Anal., 117, 32, 10.1016/j.csda.2017.07.007 Kher, 2006, Forensic classification of ballpoint pen inks using high performance liquid chromatography and infrared spectroscopy with principal components analysis and linear discriminant analysis, Vib. Spectrosc., 40, 270, 10.1016/j.vibspec.2005.11.002 Luo, 2005, Studies on ANN models of determination of tea polyphenol and amylose in tea by near-infrared spectroscopy, Guang Pu Xue Yu Guang Pu Fen Xi, 25, 1230 Liu, 2008, Effective protocols for kNN search on broadcast multi-dimensional index trees, Inf. Syst., 33, 18, 10.1016/j.is.2007.04.002 Oravec, 2015, Pre-processing of inkjet prints FT-NIR spectral data for principal component analysis, Acta Chim. Slov., 8, 191, 10.1515/acs-2015-0031 Fisher, 1936, The use of multiple measurements in taxinomic problems, Ann. Eugenics, 7, 179, 10.1111/j.1469-1809.1936.tb02137.x Silva, 2013, Classification of blue pen ink using infrared spectroscopy and linear discriminant analysis, Microchem. J., 109, 122, 10.1016/j.microc.2012.03.025 Belousov, 2002, Applicational aspects of support vector machines, J. Chemom., 16, 482, 10.1002/cem.744 Cozzolino, 2006, Combining visible and near-infrared spectroscopy with chemometrics to trace muscles from an autochthonous breed of pig produced in Uruguay: a feasibility study, Anal. Bioanal. Chem., 385, 931, 10.1007/s00216-006-0483-5 2015