Kaiqiang Yu, Yeping Ren, Xiaodong Liu, Xiaoning Yang, Haohan Sun, An Li, Yumei Wu, Caihao Ding, Xianshuang Wang and Ruibin Liu
{"title":"Accuracy enhancement of laser-induced breakdown spectroscopy using a combination of a confinement ring and quadrupole discharge arc","authors":"Kaiqiang Yu, Yeping Ren, Xiaodong Liu, Xiaoning Yang, Haohan Sun, An Li, Yumei Wu, Caihao Ding, Xianshuang Wang and Ruibin Liu","doi":"10.1039/D4JA00413B","DOIUrl":null,"url":null,"abstract":"<p >The critical issue in laser-induced breakdown spectroscopy (LIBS) research is the uncertainty of the spectral signal and insufficient quantitative analysis accuracy. Spectral enhancement methods, such as discharge assistance and plasma spatial confinement, have been investigated as effective ways to increase analytical accuracy of LIBS. On this basis, this work develops a novel spectroscopic enhancement system that integrates a coaxial optical path, quadrupole discharge arc and confinement ring. A quadrupole discharge arc is utilized to generate a more uniform electric field around the sample to improve the stability of the discharge. Combined with a confinement ring, spectral signal stability and intensity can be further improved. Moreover, discharge arc parameters and dimensions of the confinement ring have been optimized to achieve better signal enhancement, resulting in an 11.96 times increase in signal intensity, a 29.14% reduction in relative standard deviation (RSD), and an improvement in the signal-to-noise ratio (SNR) from 52.1 to 205.6. Based on the enhanced spectrum, the accuracy and robustness of the quantitative analysis model for ash, volatile matter, and calorific value in coal samples are greatly improved, with the root mean square error (RMSE) for the test set decreasing from 1.45%, 0.489%, and 0.468 MJ kg<small><sup>−1</sup></small> to 1.09%, 0.361%, and 0.345 MJ kg<small><sup>−1</sup></small>, respectively, and for the robustness test set decreasing from 1.36%, 0.395%, and 0.441 MJ kg<small><sup>−1</sup></small> to 0.921%, 0.312%, and 0.353 MJ kg<small><sup>−1</sup></small>. Our work proposes a promising coupled enhancement method to improve the detection accuracy of LIBS, characterized by a straightforward, cost-effective setup with potential for industrial application.</p>","PeriodicalId":81,"journal":{"name":"Journal of Analytical Atomic Spectrometry","volume":" 3","pages":" 901-909"},"PeriodicalIF":3.1000,"publicationDate":"2025-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Analytical Atomic Spectrometry","FirstCategoryId":"92","ListUrlMain":"https://pubs.rsc.org/en/content/articlelanding/2025/ja/d4ja00413b","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, ANALYTICAL","Score":null,"Total":0}
引用次数: 0
Abstract
The critical issue in laser-induced breakdown spectroscopy (LIBS) research is the uncertainty of the spectral signal and insufficient quantitative analysis accuracy. Spectral enhancement methods, such as discharge assistance and plasma spatial confinement, have been investigated as effective ways to increase analytical accuracy of LIBS. On this basis, this work develops a novel spectroscopic enhancement system that integrates a coaxial optical path, quadrupole discharge arc and confinement ring. A quadrupole discharge arc is utilized to generate a more uniform electric field around the sample to improve the stability of the discharge. Combined with a confinement ring, spectral signal stability and intensity can be further improved. Moreover, discharge arc parameters and dimensions of the confinement ring have been optimized to achieve better signal enhancement, resulting in an 11.96 times increase in signal intensity, a 29.14% reduction in relative standard deviation (RSD), and an improvement in the signal-to-noise ratio (SNR) from 52.1 to 205.6. Based on the enhanced spectrum, the accuracy and robustness of the quantitative analysis model for ash, volatile matter, and calorific value in coal samples are greatly improved, with the root mean square error (RMSE) for the test set decreasing from 1.45%, 0.489%, and 0.468 MJ kg−1 to 1.09%, 0.361%, and 0.345 MJ kg−1, respectively, and for the robustness test set decreasing from 1.36%, 0.395%, and 0.441 MJ kg−1 to 0.921%, 0.312%, and 0.353 MJ kg−1. Our work proposes a promising coupled enhancement method to improve the detection accuracy of LIBS, characterized by a straightforward, cost-effective setup with potential for industrial application.
激光诱导击穿光谱(LIBS)研究的关键问题是光谱信号的不确定性和定量分析精度不足。研究了放电辅助和等离子体空间约束等光谱增强方法作为提高LIBS分析精度的有效方法。在此基础上,本文开发了一种新型的同轴光路、四极放电电弧和约束环相结合的光谱增强系统。利用四极放电电弧在样品周围产生更均匀的电场,以提高放电的稳定性。结合约束环,可以进一步提高光谱信号的稳定性和强度。此外,对放电电弧参数和约束环尺寸进行了优化,使信号强度提高11.96倍,相对标准偏差(RSD)降低29.14%,信噪比(SNR)从52.1提高到205.6。基于增强谱,煤样灰分、挥发物和热值定量分析模型的准确性和稳健性得到了极大提高,测试集的均方根误差(RMSE)分别从1.45%、0.489%和0.468 MJ kg - 1降低到1.09%、0.361%和0.345 MJ kg - 1,稳健性测试集从1.36%、0.395%和0.441 MJ kg - 1降低到0.921%、0.312%和0.353 MJ kg - 1。我们的工作提出了一种有前途的耦合增强方法来提高LIBS的检测精度,其特点是简单,成本效益高,具有工业应用潜力。