全占空比激光烧蚀等离子光谱法(LAPS)将空心环形线圈与人工智能分类相结合。

IF 1.7 4区 工程技术 Q3 INSTRUMENTS & INSTRUMENTATION
Janosch von Ballmoos, Sharath Rameshbabu, Davide Bleiner
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引用次数: 0

摘要

使用空心环形线圈(HTC)作为感应探测器,可以通过测量磁通量的变化来分析激光烧蚀释放的膨胀等离子体中的离子。这种简单的直接设置称为激光烧蚀等离子体光谱(LAPS)。LAPS能够以高灵敏度分析超快瞬态脉冲。为了分析信号的结构,对图像电压的傅里叶谱进行了比较。使用机器学习模型,我们已经证明,对激光产生的等离子体进行单次分析可以对目标材料进行可靠的分类,准确率超过90%。这一原理证明为一种有前途的新的快速方法奠定了基础,该方法可用于单次operando质谱分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Full duty cycle laser ablation plasma spectrometry (LAPS) combining a hollow-core toroidal coil with artificial intelligence classification.

The use of a hollow-core toroidal coil (HTC) as an induction detector allows for the analysis of ions in an expanding plasma released through laser ablation by measuring the change of the magnetic flux. This simple direct setup is called Laser Ablation Plasma Spectroscopy (LAPS). LAPS enables the analysis of ultrafast transient pulses at high sensitivity. The Fourier spectrum of the image voltage was compared between a selection of samples in order to analyze the signal structure. Using a machine learning model, we have demonstrated that single-shot analysis of the laser-produced plasma allows for a reliable classification of the target materials, with an accuracy of more than 90%. This proof-of-principle is laying the foundation for a promising new fast method, which can be used for single-shot operando mass spectrometry.

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来源期刊
Review of Scientific Instruments
Review of Scientific Instruments 工程技术-物理:应用
CiteScore
3.00
自引率
12.50%
发文量
758
审稿时长
2.6 months
期刊介绍: Review of Scientific Instruments, is committed to the publication of advances in scientific instruments, apparatuses, and techniques. RSI seeks to meet the needs of engineers and scientists in physics, chemistry, and the life sciences.
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