Improving the signal-to-noise ratio of atomic transitions in LIBS using two-dimensional correlation analysis

IF 1.6 Q3 OPTICS
OSA Continuum Pub Date : 2021-03-25 DOI:10.1364/OSAC.426995
L. Narlagiri, Venugopal Rao Soma
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引用次数: 2

Abstract

In this study, two-dimensional (2D) correlation analysis was utilized for achieving a significant improvement in the signal-to-noise (S/N) ratio of laser-induced breakdown spectroscopy (LIBS) data. Time-resolved LIBS spectra of metallic, bimetallic targets and the normal LIBS spectra of bimetallic targets with varying compositions were used for the detailed analysis. The diagonal of the matrix in the synchronous spectra was used to demonstrate the improvement in the S/N ratio. An improvement in the peak intensities by few orders of magnitude accompanied by suppression in the noise was observed. The correlations between LIBS peaks were also visualized using 2-D plots. Correlation strengths of atomic transitions were visualized in Aluminium (Al), Copper (Cu), and Brass whereas correlation strengths of atomic, atomic and ionic transitions were visualized in Au-Ag bimetallic targets with different compositions (Au30Ag70, Au50Ag50, Au80Ag20). The improved spectra were subsequently used in the principal component analysis for classification studies of four compositions of bimetallic targets (Au20Ag80, Au30Ag70, Au50Ag50, and Au80Ag20). The variance of the first three principal components was found to be improved from the analysis. The accumulated percentage of explained variance of ~95 was achieved with the first three components from improved spectra whereas only ~80 was achieved with the regular LIBS spectra from PCA studies.
利用二维相关分析提高LIBS中原子跃迁的信噪比
在这项研究中,利用二维(2D)相关分析来显著提高激光诱导击穿光谱(LIBS)数据的信噪比(S/N)。使用金属、双金属靶的时间分辨LIBS光谱和具有不同组成的双金属目标的正常LIBS光谱进行详细分析。同步谱中矩阵的对角线用于证明S/N比的改善。观察到峰值强度提高了几个数量级,同时抑制了噪声。LIBS峰之间的相关性也使用二维图进行可视化。在铝(Al)、铜(Cu)和黄铜中观察到原子跃迁的相关强度,而在具有不同组成的Au-Ag双金属靶(Au30Ag70、Au50Ag50、Au80Ag20)中观察到了原子跃迁、原子跃迁和离子跃迁的相关性强度。改进的光谱随后用于主成分分析,用于双金属靶的四种成分(Au20Ag80、Au30Ag70、Au50Ag50和Au80Ag20)的分类研究。分析发现前三个主要成分的方差有所改善。改进光谱的前三个分量的解释方差累积百分比为~95,而PCA研究的常规LIBS光谱仅达到~80。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
OSA Continuum
OSA Continuum OPTICS-
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