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Updated: Jun 25, 2025

Gas Chromatography-Mass Spectrometry Paired with Total Vaporization Solid-Phase Microextraction as a Forensic Tool
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Gas Chromatography-Mass Spectrometry Paired with Total Vaporization Solid-Phase Microextraction as a Forensic Tool

Published on: May 25, 2021

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使用HS-SPME-GC/MS检测火灾碎片中的汽油的人工智能的评估和转移学习

Ting-Yu Huang1,2, Jorn Chi Chung Yu1

  • 1Department of Forensic Science, College of Criminal Justice, Sam Houston State University, Huntsville, Texas, USA.

Journal of forensic sciences
|May 27, 2024
PubMed
概括

使用卷积神经网络 (CNN) 的人工智能 (AI) 可以准确地识别火灾碎片中的汽油残留物. 这种人工智能方法,利用转移学习,为法医分析可燃液体提供了强大的工具.

关键词:
卷积神经网络和美国有线电视新闻网 (CNN).火灾碎片分析分析气色谱学质谱学和GCMS热图 热图 热图 热图固体阶段微提取和SPME的应用.转移学习转移学习

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In gas chromatography, different detectors are employed to meet specific analytical needs. These detectors are often categorized based on their detection mechanisms and the types of compounds they are best suited to analyze. Thermal Conductivity Detectors (TCD), Flame Ionization Detectors (FID), and Electron Capture Detectors (ECD) represent common categories, each with unique operating principles and applications. However, beyond these, several other detectors are designed for more specialized...
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