Forensic Discrimination of Latent Fingerprints Using Laser-Induced Breakdown Spectroscopy (LIBS) and Chemometric Approaches

被引:15
|
作者
Yang, Jun-Ho [1 ]
Yoh, Jack J. [1 ]
机构
[1] Seoul Natl Univ, Dept Aerosp Engn, 1 Gwanakro, Seoul 151742, South Korea
基金
新加坡国家研究基金会;
关键词
Laser-induced breakdown spectroscopy (LIBS); latent fingerprint; overlapping fingerprint; multivariate analysis; RAMAN-SPECTROSCOPY; CLASSIFICATION; SAMPLES; ROBUST; TIME;
D O I
10.1177/0003702818765183
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
A novel technique is reported for separating overlapping latent fingerprints using chemometric approaches that combine laser-induced breakdown spectroscopy (LIBS) and multivariate analysis. The LIBS technique provides the capability of real time analysis and high frequency scanning as well as the data regarding the chemical composition of overlapping latent fingerprints. These spectra offer valuable information for the classification and reconstruction of overlapping latent fingerprints by implementing appropriate statistical multivariate analysis. The current study employs principal component analysis and partial least square methods for the classification of latent fingerprints from the LIBS spectra. This technique was successfully demonstrated through a classification study of four distinct latent fingerprints using classification methods such as soft independent modeling of class analogy (SIMCA) and partial least squares discriminant analysis (PLS-DA). The novel method yielded an accuracy of more than 85% and was proven to be sufficiently robust. Furthermore, through laser scanning analysis at a spatial interval of 125 mu m, the overlapping fingerprints were reconstructed as separate two-dimensional forms.
引用
收藏
页码:1047 / 1056
页数:10
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