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Infrared and Laser Engineering, Volume. 54, Issue 2, 20240455(2025)

Determination of copper content in raw ores via laser-induced breakdown spectroscopy with generalized linear model

Jing HE1...2, Quancheng LIU3, Zhonggang XIONG4, and Linyu CHEN12,* |Show fewer author(s)
Author Affiliations
  • 1School of Information Engineering, Mianyang Teachers' College, Mianyang 621000, China
  • 2Key Laboratory of IOT Security at Mianyang Teachers' College of Sichuan Province, Mianyang 621000, China
  • 3School of Information Engineering, Southwest University of Science and Technology, Mianyang 621010, China
  • 4School of Mechanical Engineering, Guilin University of Aerospace Technology, Guilin 541004, China
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    References(16)

    [1] SHAH S K HUSSAIN, J IQBAL, P AHMAD et al. Laser induced breakdown spectroscopy methods and applications: A comprehensive review. Radiat Phys Chem, 170, 108666(2020).

    [2] W MA, M DONG, Y HUANG et al. Quantitative analysis method of unburned carbon content of fly ash by laser-induced breakdown spectroscopy. Infrared and Laser Engineering, 50, 20200441(2021).

    [3] Y YANG, L ZHANG, X HAO et al. Classification of iron ore based on machine learning and laser induced breakdown spectroscopy. Infrared and Laser Engineering, 50, 20200490(2021).

    [4] Y MOON, J H HAN, S SHIN et al. Elemental analysis of tissue pellets for the differentiation of epidermal lesion and normal skin by laser-induced breakdown spectroscopy. Biomedical Optics Express, 7, 1626-1636(2016).

    [5] J PENG, Y HE, J JIANG et al. High-accuracy and fast determination of chromium content in rice leaves based on collinear dual-pulse laser-induced breakdown spectroscopy and chemometric methods. Food Chemistry, 295, 327-333(2019).

    [6] J GUO, Y LU, K CHENG et al. Development of a compact underwater laser-induced breakdown spectroscopy (LIBS) system and preliminary results in sea trials. Applied Optics, 56, 8196-8200(2017).

    [7] V K SINGH, D K TRIPATHI, X MAO et al. Elemental mapping of lithium diffusion in doped plant leaves using Laser-Induced Breakdown Spectroscopy (LIBS). Applied Spectroscopy, 73, 387-394(2019).

    [8] L SUN, H YU. Correction of self-absorption effect in calibration-free laser-induced breakdown spectroscopy by an internal reference method. Talanta, 79, 388-395(2009).

    [9] J HOU, L ZHANG, Y ZHAO et al. Resonance/non-resonance doublet-based self-absorption-free LIBS for quantitative analysis with a wide measurement range. Optics Express, 27, 3409-3421(2019).

    [10] G H CAVALCANTI, D V TEIXEIRA, S LEGNAIOLI et al. One-point calibration for calibration-free laser-induced breakdown spectroscopy quantitative analysis. Spectrochim Acta B, 87, 51-56(2013).

    [11] ANDRADE D FERNANDES, E R PEREIRA-FILHO, D AMARASIRIWARDENA. Current trends in laser-induced breakdown spectroscopy: a tutorial review. Applied Spectroscopy Reviews, 56, 98-114(2021).

    [12] A K SHAIK, N R EPURU, H SYED et al. Femtosecond laser induced breakdown spectroscopy based standoff detection of explosives and discrimination using principal component analysis. Optics Express, 26, 8069-8083(2018).

    [13] H LI, M HUANG, H XU. High accuracy determination of copper in copper concentrate with double genetic algorithm and partial least square in laser-induced breakdown spectroscopy. Optics Express, 28, 2142-2155(2020).

    [14] A E HOERL, R W KENNARD. Ridge regression: biased estimation for nonorthogonal problems. Technometrics, 42, 80-86(2000).

    [15] H ZOU, T HASTIE. Regularization and variable selection via the elastic net. J R Statist Soc B, 67, 301-320(2005).

    [16] R TIBSHIRANI. Regression shrinkage and selection via the lasso. Journal of the Royal Statistical Society: Series B (Methodological), 58, 267-288(1996).

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    Jing HE, Quancheng LIU, Zhonggang XIONG, Linyu CHEN. Determination of copper content in raw ores via laser-induced breakdown spectroscopy with generalized linear model[J]. Infrared and Laser Engineering, 2025, 54(2): 20240455

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    Paper Information

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    Received: Oct. 9, 2024

    Accepted: --

    Published Online: Mar. 14, 2025

    The Author Email: CHEN Linyu (chenlinyu@mtc.edu.cn)

    DOI:10.3788/IRLA20240455

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology