将超光谱成像与机器学习算法相结合,用于在土壤中检测聚乙烯 (PE) 和聚胺 (PA)
Huan Chen1, Taesung Shin2, Bosoon Park2
1Department of Environmental Engineering and Earth Sciences, Clemson University, Clemson, SC 29634, USA; Biogeochemistry & Environmental Quality Research Group, Clemson University, Georgetown, SC 29442, USA.
Journal of hazardous materials
|April 23, 2024
概括
这项研究开发了一种使用高光谱成像 (HSI) 和机器学习的快速方法,用于检测土壤中的聚乙烯 (PE) 和聚胺 (PA) 微塑料. SWIR HSI系统实现了高精度,识别PE低至1.6%和PA低至5.0%.
科学领域:
- 环境科学 环境科学
- 分析化学 分析化学
- 频谱学是一种光谱学.
背景情况:
- 土壤是微塑料 (MP) 污染的重要储存库,特别是在农业地区.
- 在环境监测中,在土壤中识别PM的快速有效方法至关重要.
- 现有的方法通常需要复杂的消化和分离程序.
研究的目的:
- 开发和验证一种快速检测土壤中的聚乙烯 (PE) 和聚胺 (PA) 微塑料的方法.
- 为了评估高光谱成像 (HSI) 系统的性能与机器学习算法相结合,用于MP识别.
- 用SWIR HSI.确定土壤中PE和PA的最低检测极限.
主要方法:
- 可见近红外 (VNIR),InGaAs和中波红外 (MWIR) HSI系统与机器学习算法的合.
- 对不同度和大小的PE和PA微塑料添加的土壤样本进行分析.
- 对土壤规范化的SWIR光谱进行光谱分析,以识别独特的MP特征.
- 用特征减小技术来评估光谱分离性.
主要成果:
- SWIR HSI (InGaAs和MCT) 显示了土壤和MP之间的显著光谱差异,以及土壤和MP混合物之间的显著光谱差异.
- 检测模型实现了高精度:与VNIR (44-87%) 相比,InGaAs (92-100%) 和MCT (97-100%) 实现了高精度.
- 使用InGaAs和MCT HSI系统检测到低至1.6%的PE度和低至5.0%的PA.
结论:
- 超光谱成像 (HSI) 系统,特别是InGaAs和MCT,可用于快速准确地检测土壤中的PE和PA微塑料.
- 开发的方法消除了繁的消化和分离程序的需要.
- 这种方法为环境监测土壤中微塑料污染提供了一个有希望的工具.
更多相关视频
相关概念视频
Gas Chromatography: Types of Detectors-II
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...
High-Performance Liquid Chromatography: Types of Detectors
The role of the detectors in High-Performance Liquid Chromatography (HPLC) is to analyze the solutes as they exit from the chromatographic column. The detector recognizes the solute's property and generates corresponding electrical signals, which are converted into a readable graph of the detector's response versus elution time called a chromatogram at the computer. There are several types of HPLC detectors, each with its own advantages and limitations, depending on the analyte properties and...


