首页> 外文期刊>Science & justice: journal of the Forensic Science Society >The age estimation of blood stains up to 30 days old using visible wavelength hyperspectral image analysis and linear discriminant analysis
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The age estimation of blood stains up to 30 days old using visible wavelength hyperspectral image analysis and linear discriminant analysis

机译:使用可见光波长高光谱图像分析和线性判别分析,可估计长达30天的血迹年龄

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摘要

A novel application of visible wavelength hyperspectral image analysis has been applied to determine the age of blood stains up to 30 days old. Reflectance spectra from selected locations within the hyperspectral image, obtained from a portable instrument, were subjected to spectral pre-processing. This was followed by the application of a linear discriminant classification model, making estimations possible with an average error of ±0.27days for the first 7days and an overall average error of ±1.17days up to 30days. This is also the first reported study of the determination of the age of fresh blood stains (less than one day old) with an error of ±0.09h. The studies have been made under controlled conditions and represent, at this stage, proof of concept results but also are the most accurate age estimation results for measurements between 0 and 30days reported to date. The results are consistent with well-established kinetic processes suggesting that the pre-processing stages described are revealing spectroscopic changes which are reliably following the time dependent oxidation of HbO2. The potential for parameterisation of environmental factors to make the method generally applicable at crime scenes is discussed, along with the developments required to further improve classification and to make the instrument genuinely portable.
机译:可见光波长高光谱图像分析的新应用已被用于确定长达30天的血迹年龄。从便携式仪器获得的高光谱图像中选定位置的反射光谱进行光谱预处理。随后,应用线性判别分类模型,使得前7天的平均误差为±0.27天,直到30天的整体平均误差为±1.17天,才可以进行估算。这也是首次确定新鲜血迹年龄(小于一天)的研究,其误差为±0.09h。这些研究是在受控条件下进行的,在这个阶段代表了概念结果的证明,也是迄今为止报告的0至30天之间测量的最准确的年龄估计结果。结果与公认的动力学过程一致,表明所描述的预处理阶段揭示了光谱变化,该变化可靠地跟随了HbO2的时间依赖性氧化。讨论了将环境因素参数化的可能性,以使该方法通常适用于犯罪现场,以及进一步改进分类和使该仪器真正可携带所需的发展。

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