Journal of Optoelectronics · Laser, Volume. 33, Issue 2, 187(2022)

An automatic feature selection method for laser induced breakdown spectroscopy quantitative analysis

WANG Kai1, SHI Jinfang1、*, QIU Rong1, WAN Qing2, ZHANG Zhiwei1, and PAN Gaowei1
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
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    References(10)

    [1] [1] YAN C,ZHANG T,SUN Y,et al.A hybrid variable selection method based on wavelet transform and mean impact value for calorific value determination of coal using laser-induced breakdown spectroscopy and kernel extreme learning machine[J].Spectrochimica Acta Part B Atomic Spectroscopy,2019,154:75-81.

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    [3] [3] BOUCHER T F,OZANNE M V,CARMOSINO M L,et al.A study of machine learning regression methods for major elemental analysis of rocks using laser-induced breakdown spectroscopy[J].Spectrochimica Acta Part B Atomic Spectroscopy,2015,107:1-10.

    [4] [4] QI J,ZHANG T,TANG H,et al.Rapid classification of archaeological ceramics via laser-induced breakdown spectroscopy coupled with random forest[J].Spectrochimica Acta Part B Atomic Spectroscopy,2018,149:288-293.

    [6] [6] KUMAR M A, SPEGAZZINI N, ZHANG C, et al.Less is more:avoiding the LIBS dimensionality curse through judicious feature selection for explosive detection[J].Scientific Reports,2015,5:1-10.

    [7] [7] MEHMOOD T,LILAND K H,SNIPEN L,et al.A review of variable selection methods in partial least squares regression[J].Chemometrics & Intelligent Laboratory Systems,2012,118:62-69.

    [8] [8] GUEZENOC J,BASSEL L,GALLET-BUDYNEK A,et al.Variables selection: a critical issue for quantitative laser-induced breakdown spectroscopy[J].Spectrochimica Acta Part B Atomic Spectroscopy,2017,134:6-10.

    [9] [9] REMUS J J,GOTTFRIED J L,HARMON R S,et al.Archaeological applications of laser-induced breakdown spectroscopy:an example from the Coso Volcanic Field,California,using advanced statistical signal processing analysis[J].Applied Optics,2010,49(13):120-131.

    [10] [10] YAN C H,LIANG J,ZHAO M J,et al.A novel hybrid feature selection strategy in quantitative analysis of laser-induced breakdown spectroscopy[J].Analytica Chimica Acta,2019,1080:35-42.

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    WANG Kai, SHI Jinfang, QIU Rong, WAN Qing, ZHANG Zhiwei, PAN Gaowei. An automatic feature selection method for laser induced breakdown spectroscopy quantitative analysis[J]. Journal of Optoelectronics · Laser, 2022, 33(2): 187

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    Paper Information

    Received: May. 6, 2021

    Accepted: --

    Published Online: Oct. 9, 2024

    The Author Email: SHI Jinfang (603071939@qq.com)

    DOI:10.16136/j.joel.2022.02.0302

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