Detection of explosives on the surface of banknotes by Raman hyperspectral imaging and independent component analysis

被引:41
作者
Almeida, Mariana R. [1 ]
Correa, Deleon N. [1 ]
Zacca, Jorge J. [2 ]
Lima Logrado, Lucio Paulo [2 ]
Poppi, Ronei J. [1 ]
机构
[1] Univ Estadual Campinas, Inst Chem, BR-13084971 Campinas, SP, Brazil
[2] Brazilian Fed Police, Natl Inst Criminalistcs, BR-70610200 Brasilia, DF, Brazil
关键词
Explosives; Banknotes; Raman hyperspectral imaging; Independent component analysis; Detection limit; MULTIVARIATE CURVE RESOLUTION; SPECTROSCOPY; MCR;
D O I
10.1016/j.aca.2014.12.034
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The aim of this study was to develop a methodology using Raman hyperspectral imaging and chemometric methods for identification of pre- and post-blast explosive residues on banknote surfaces. The explosives studied were of military, commercial and propellant uses. After the acquisition of the hyperspectral imaging, independent component analysis (ICA) was applied to extract the pure spectra and the distribution of the corresponding image constituents. The performance of the methodology was evaluated by the explained variance and the lack of fit of the models, by comparing the ICA recovered spectra with the reference spectra using correlation coefficients and by the presence of rotational ambiguity in the ICA solutions. The methodology was applied to forensic samples to solve an automated teller machine explosion case. Independent component analysis proved to be a suitable method of resolving curves, achieving equivalent performance with the multivariate curve resolution with alternating least squares (MCR-ALS) method. At low concentrations, MCR-ALS presents some limitations, as it did not provide the correct solution. The detection limit of the methodology presented in this study was 50 mu g cm(-2). (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:15 / 22
页数:8
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