Comparison of nanosecond and femtosecond laser-induced breakdown spectroscopy for determination of U and Th in tantalum–niobium ores

IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Journal of Analytical Atomic Spectrometry Pub Date : 2024-12-06 DOI:10.1039/D4JA00268G
Xiaoliang Liu, Shichao Ren, Ming Zhang, Lingling Peng, Ye Zhang, Xiangting Meng, Shujia Wu, Yuhong Li, Lin Liu and Shaohua Sun
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Abstract

The measurement of uranium (U) and thorium (Th) is a critical step in the mining process of tantalum–niobium (Ta–Nb) ores. However, the quantitative analysis of high-Z (atomic number) elements in U polymetallic ores by laser-induced breakdown spectroscopy (LIBS) is usually very difficult because of their complex spectra. To overcome this limitation, a comparison of the quantitative analysis capability between nanosecond LIBS (ns-LIBS) and femtosecond LIBS (fs-LIBS) was performed in this study. A multivariate calibration method based on the partial least squares regression (PLSR) algorithm was coupled with LIBS to solve the interference of the analytical lines and enhance the performance of LIBS analysis. Due to the different excitation sources, ns-LIBS and fs-LIBS exhibit significantly different spectral characteristics, thereby affecting the performance of quantitative analysis. With the assistance of data pretreatment, optimization of the number of principal component (PC) procedures and the selection of the spectral region, the performance of U and Th determination for both ns-LIBS and fs-LIBS was provided by the PLSR algorithm. Compared to ns-LIBS, fs-LIBS provided enhanced predictive capability and accuracy, with the root mean square error of calibration (RMSEC) decreased from 56 ppm to 30 ppm for U and from 192 ppm to 175 ppm for Th, the fitting coefficients (R2) increased from 0.9859 to 0.9959 for U and from 0.9989 to 0.9991 for Th, and all mean relative errors (MREs), root mean square errors of prediction (RMSEPs) and most of the relative standard deviations (RSDs) for U and Th improved for three validation samples. The results illustrate that fs-LIBS combined with PLSR can effectively enhance the accuracy of U and Th determination in Ta–Nb ores.

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纳秒和飞秒激光诱导击穿光谱法测定钽铌矿中U和Th的比较
铀(U)和钍(Th)的测定是钽铌矿开采过程中的关键步骤。然而,由于U多金属矿石中高z(原子序数)元素的光谱复杂,用激光诱导击穿光谱(LIBS)进行定量分析是非常困难的。为了克服这一局限性,本研究对纳秒LIBS (ns-LIBS)和飞秒LIBS (fs-LIBS)的定量分析能力进行了比较。将基于偏最小二乘回归(PLSR)算法的多元校正方法与LIBS相结合,解决了分析线的干扰,提高了LIBS分析的性能。由于激发源不同,ns-LIBS和fs-LIBS表现出明显不同的光谱特性,从而影响了定量分析的性能。在数据预处理、主成分程序数优化和光谱区域选择的辅助下,采用PLSR算法对ns-LIBS和fs-LIBS的U和Th进行测定。与ns-LIBS相比,fs-LIBS具有更强的预测能力和准确性,U的均方根校正误差(RMSEC)从56 ppm降至30 ppm, Th的均方根校正误差从192 ppm降至175 ppm, U的拟合系数(R2)从0.9859增加到0.9959,Th的拟合系数从0.9989增加到0.9991,所有平均相对误差(MREs)均有所提高。U和Th的预测均方根误差(rmsep)和大部分相对标准偏差(rsd)在3个验证样本中均有改善。结果表明,fs-LIBS联合PLSR可有效提高Ta-Nb矿石中U和Th的测定精度。
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来源期刊
CiteScore
6.20
自引率
26.50%
发文量
228
审稿时长
1.7 months
期刊介绍: Innovative research on the fundamental theory and application of spectrometric techniques.
期刊最新文献
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