Study of Matrix Effects in Laser-Induced Breakdown Spectroscopy by Different Sample Preparation

Y. Huang, F. Keserwan,L. Droog,S. Mohajan, J. Achtymichuk, M. Dyck,A. Bais,A. Hussein

2022 IEEE International Conference on Plasma Science (ICOPS)(2022)

引用 0|浏览6
暂无评分
摘要
Laser-induced breakdown spectroscopy (LIBS) has become a promising technology for real-time characterization of soil properties. However, due to the inherent microscale heterogeneity of granular materials like soil, spectral emission lines can be highly variable. To investigate the effects of moisture and heterogeneity, we performed qualitative and quantitative analysis on several field moist, air-dried, and ground, air-dried soil samples with differing elemental concentrations. Principal component analysis was carried out to extract features from raw spectra. Matrix effects on Al, Ca, Fe, Mg, Na and K, were investigated. We found that even if the elemental concentration is different, samples prepared in the same way, have spectra with similar features. We were able to discriminate spectra from moist and dried, ground samples with 100% accuracy using a support vector machine, while the unground dry samples, which did not have outstanding features, were differentiated with 50% accuracy. When samples are ground, elemental prediction was improved for all elements except for Fe, indicating that microscale heterogeneity can be reduced by grinding samples. Unlike the other elements, Fe estimation was better on moist samples, which may be due to the interaction of iron minerals with soil moisture.
更多
查看译文
关键词
laser-induced breakdown spectroscopy,sample preparation,real-time characterization,soil properties,inherent microscale heterogeneity,granular materials,spectral emission lines,quantitative analysis,air-dried soil samples,elemental concentration,principal component analysis,raw spectra,matrix effects,ground samples,unground dry samples,elemental prediction,grinding samples,moist samples,soil moisture,Al,Ca,Fe,Mg,Na,K
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要