کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
96501 160465 2012 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Advanced statistical analysis of Raman spectroscopic data for the identification of body fluid traces: Semen and blood mixtures
موضوعات مرتبط
مهندسی و علوم پایه شیمی شیمی آنالیزی یا شیمی تجزیه
پیش نمایش صفحه اول مقاله
Advanced statistical analysis of Raman spectroscopic data for the identification of body fluid traces: Semen and blood mixtures
چکیده انگلیسی

Conventional confirmatory biochemical tests used in the forensic analysis of body fluid traces found at a crime scene are destructive and not universal. Recently, we reported on the application of near-infrared (NIR) Raman microspectroscopy for non-destructive confirmatory identification of pure blood, saliva, semen, vaginal fluid and sweat. Here we expand the method to include dry mixtures of semen and blood. A classification algorithm was developed for differentiating pure body fluids and their mixtures. The classification methodology is based on an effective combination of Support Vector Machine (SVM) regression (data selection) and SVM Discriminant Analysis of preprocessed experimental Raman spectra collected using an automatic mapping of the sample. This extensive cross-validation of the obtained results demonstrated that the detection limit of the minor contributor is as low as a few percent. The developed methodology can be further expanded to any binary mixture of complex solutions, including but not limited to mixtures of other body fluids.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Forensic Science International - Volume 222, Issues 1–3, 10 October 2012, Pages 259–265
نویسندگان
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