DocumentCode :
535315
Title :
Exploratory analysis of UV-vis absorption spectra
Author :
Smith, W.A. ; Lam, K.P.
Author_Institution :
Sch. of Comput. & Math., Univ. of Keele, Keele, UK
Volume :
7
fYear :
2010
fDate :
16-18 Oct. 2010
Firstpage :
3359
Lastpage :
3363
Abstract :
Independent Component Analysis (ICA) is an unsupervised approach to separating mixed independent signals. This paper investigates the potential for using ICA in the forensic analysis of black ballpoint pen inks based on UV-vis spectrophotometry data. Here, the UV-vis absorption spectra of a range of twenty-five different ballpoint pens were examined in detail, with the principal aim of determining whether two pieces of written text originated from the same pen. By adopting an ICA mixture model, the spectral data have been successfully decomposed into independent absorption patterns pertaining to the underlying chemical/physical processes. In particular, both the FastICA and JADE algorithms were able to identify and extract the compositional dye components of the inks that are either freshly prepared or have been subjected to natural light over fixed time periods, with promising results.
Keywords :
dyes; forensic science; ink; source separation; spectrophotometry; FastICA algorithm; JADE algorithm; UV-vis absorption spectra; UV-vis spectrophotometry; black ballpoint pen inks; chemical process; compositional dye component; forensic analysis; independent component analysis; mixed independent signal separation; physical process; questioned document examination; unsupervised approach; Absorption; Aging; Chemicals; Forensics; Independent component analysis; Ink; Principal component analysis; Independent Component Analysis; Principal Component Analysis; Questioned Document Examination; UV-Vis Spectra;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6513-2
Type :
conf
DOI :
10.1109/CISP.2010.5647633
Filename :
5647633
Link To Document :
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