Chinese Journal of Lasers, Volume. 49, Issue 21, 2111001(2022)

Classification of Daily-Use Ceramics Based on Laser-Induced Breakdown Spectroscopy

Yue Wang and Jingqi Lu*
Author Affiliations
  • School of Science, Wuhan University of Technology, Wuhan 430070, Hubei, China
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    Figures & Tables(11)
    Schematic of LIBS experimental device
    Prediction results of Case 1 and Case 2. (a) Case 1;(b) Case 2
    Prediction results of Case 1 and Case 2 after spectral screening. (a) Case 1; (b) Case 2
    GRNN prediction results using selecting 28 special spectral lines
    Prediction results of GRNN after screening abnormal spectra by Mahalanobis distance
    Principal component contribution rate and cumulative contribution rate
    Predicted results of GRNN after PCA
    Average spectra of daily-use ceramic samples from different producing areas. (a)Suzhou;(b)Chaozhou
    • Table 1. Analytical spectrum lines of major elements

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      Table 1. Analytical spectrum lines of major elements

      ElementWavelength /nm
      Mg202.51, 230.25, 279.47, 279.77, 280.24, 280.18
      Si250.62, 251.37, 251.56, 252.38, 252.82
      Ca272.19, 393.37, 396.83, 422.74
      Ti399.90
      Al256.76, 265.21, 266.01, 308.14, 309.23, 394.43, 396.16
      Na330.28
      K769.98
      Fe208.42, 248.28, 302.03
    • Table 2. Comparison of GRNN classification results under different LIBS spectral inputs

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      Table 2. Comparison of GRNN classification results under different LIBS spectral inputs

      StepCase 1Case 2
      Average accuracy /%Time /sAverage accuracy /%Time /s
      Direct modeling99.6516.3194.900.36
      Modeling after spectral screening100.0015.6798.810.34
    • Table 3. Comparison of improved GRNN classification results

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      Table 3. Comparison of improved GRNN classification results

      StepAverage accuracy /%
      Direct modeling94.50
      Modeling after spectral screening98.21
      Modeling after PCA99.74
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    Yue Wang, Jingqi Lu. Classification of Daily-Use Ceramics Based on Laser-Induced Breakdown Spectroscopy[J]. Chinese Journal of Lasers, 2022, 49(21): 2111001

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    Paper Information

    Category: spectroscopy

    Received: Jan. 6, 2022

    Accepted: Mar. 8, 2022

    Published Online: Oct. 14, 2022

    The Author Email: Lu Jingqi (lujingqi@whut.edu.cn)

    DOI:10.3788/CJL202249.2111001

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