A quantitative analysis method assisted by image features in laser-induced breakdown spectroscopy

被引:18
作者
Yan, Jiujiang [1 ]
Hao, Zhongqi [1 ]
Zhou, Ran [1 ]
Tang, Yun [1 ]
Yang, Ping [1 ]
Liu, Kun [1 ]
Zhang, Wen [1 ]
Li, Xiangyou [1 ]
Lu, Yongfeng [1 ]
Zeng, Xiaoyan [1 ]
机构
[1] HUST, Wuhan Natl Lab Optoelect, Wuhan 430074, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Laser-induced breakdown spectroscopy; Image quantitative analysis; Image features; Partial least squares regression; Quantitative analytical performance; MECHANICAL-PROPERTIES; ORIENTED GRADIENTS; ELEMENTS; CALIBRATION; IMPROVEMENT; HISTOGRAMS; LIBS;
D O I
10.1016/j.aca.2019.07.058
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The determination accuracy of alloying elements in high alloy steel is generally poor in laser-induced breakdown spectroscopy (LIBS) due to their matrix effect. To solve this problem, an image quantitative analysis (IQA) method was proposed and verified by determining nickel (Ni) in 17 stainless steel samples in this work. The results showed that the coefficient of determination (R-2) was increased from 0.9833 of a conventional spectrum quantitative analysis (SQA) method to 0.9996 of the IQA method, and the average relative error of cross-validation (ARECV) and root mean squared error of cross-validation (RMSECV) were decreased from 56.80% and 1.0818 wt% to 15.93% and 0.9866 wt%, respectively. Besides, the determinations of chromium (Cr) and silicon (Si) demonstrated the generalization ability of the IQA. This study provides an effective approach to improving the quantitative performance of LIBS through the combination of image processing and computer vision technology. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:30 / 36
页数:7
相关论文
共 50 条
  • [1] An image features assisted line selection method in laser-induced breakdown spectroscopy
    Yan, Jiujiang
    Li, Shuhan
    Liu, Kun
    Zhou, Ran
    Zhang, Wen
    Hao, Zhongqi
    Li, Xiangyou
    Wang, Dengzhi
    Li, Qing
    Zeng, Xiaoyan
    ANALYTICA CHIMICA ACTA, 2020, 1111 : 139 - 146
  • [2] An Image Auxiliary Method for Quantitative Analysis of Laser-Induced Breakdown Spectroscopy
    Zhang, Peng
    Sun, Lanxiang
    Yu, Haibin
    Zeng, Peng
    Qi, Lifeng
    Xin, Yong
    ANALYTICAL CHEMISTRY, 2018, 90 (07) : 4686 - 4694
  • [3] Laser-Induced Breakdown Spectroscopy Online Quantitative Analysis for Laser Processing
    Zhao, Tianzhuo
    Zhong, Qixiu
    Nie, Shuzhen
    Liu, Xiaolong
    Xiao, Hong
    Yin, Chenxuan
    Zhong, Fanghui
    Ke, Yachen
    Li, Fei
    ADVANCED PHOTONICS RESEARCH, 2024, 5 (07):
  • [4] Quantitative Analysis of Lead in Tea Samples by Laser-Induced Breakdown Spectroscopy
    Wang, J.
    Shi, M.
    Zheng, P.
    Xue, S.
    JOURNAL OF APPLIED SPECTROSCOPY, 2017, 84 (01) : 188 - 193
  • [5] An efficient procedure in quantitative analysis using laser-induced breakdown spectroscopy
    Pan, Congyuan
    He, Jiao
    Wang, Guangqian
    Du, Xuewei
    Liu, Yongbin
    Su, Yahui
    PLASMA SCIENCE & TECHNOLOGY, 2019, 21 (03)
  • [6] Quantitative analysis of slurry sample by laser-induced breakdown spectroscopy
    Ayyalasomayajula, Krishna K.
    Dikshit, Vivek
    Yueh, Fang Yu
    Singh, Jagdish P.
    Smith, Laura T.
    ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2011, 400 (10) : 3315 - 3322
  • [7] A plasma-image-assisted method for matrix effect correction in laser-induced breakdown spectroscopy
    Zhang, Deng
    Chu, Yanwu
    Ma, Shixiang
    Zhang, Siyu
    Cui, Haohao
    Hu, Zhenlin
    Chen, Feng
    Sheng, Ziqian
    Guo, Lianbo
    Lu, Yongfeng
    ANALYTICA CHIMICA ACTA, 2020, 1107 : 14 - 22
  • [8] Quantitative analysis of steel and iron by laser-induced breakdown spectroscopy using GA-KELM
    Mei, Yaguang
    Cheng, Shusen
    Hao, Zhongqi
    Guo, Lianbo
    Li, Xiangyou
    Zeng, Xiaoyan
    Ge, Junliang
    PLASMA SCIENCE & TECHNOLOGY, 2019, 21 (03)
  • [9] Quantitative analysis of coal quality by laser-induced breakdown spectroscopy assisted with different chemometric methods
    Zhang, Youjian
    Xiong, Zhang
    Ma, Yiwen
    Zhu, Chenwei
    Zhou, Ran
    Li, Xiangyou
    Li, Qing
    Zeng, Qingdong
    ANALYTICAL METHODS, 2020, 12 (27) : 3530 - 3536
  • [10] Quantitative Analysis of Roman Archeological Ceramics by Laser-Induced Breakdown Spectroscopy
    Lasheras, Roberto-Jesus
    Anzano, Jesus
    Bello-Galvez, Cristina
    Escudero, Miguel
    Caceres, Jorge
    ANALYTICAL LETTERS, 2017, 50 (08) : 1325 - 1334