Spectroscopy and Spectral Analysis, Volume. 42, Issue 11, 3428(2022)

Grade Evaluation of Grain Size in High-Speed Railway Wheel Steel Based on Laser-Induced Breakdown Spectroscopy

Ai-guo OUYANG*, Bin YU, Jun HU, Tong-zheng LIN, and Yan-de LIU
Author Affiliations
  • Intelligent Electromechanical Equipment Innovation Research Institute, East China Jiaotong University, Nanchang 330013, China
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    Figures & Tables(11)
    Metallographic organization images with 100 times magnification of samples with different grain sizes(a): at level 9.5; (b): at level 10.0; (c): at level 10.5;(d): at level 11.0; (e): at level 11.5
    A schematic diagram of LIBS system
    LIBS spectra of Fe, Cr, Mo and Co of 5 samples(a): the wavelength range of 402~406 nm; (b): the wavelength range of 423~427 nm;(c): the wavelength range of 384~388 nm; (d): the wavelength range of 239~243 nm
    Modelling results of PLS-DA based on full band spectral intensities pretreated by SNN(a): Training set; (b): Prediction set
    CARS wavelength screening process
    Wavelength screening process of SPA
    CARS-SPA wavelength screening process
    • Table 1. Main chemical composition of ER8 steel(Wt%)

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      Table 1. Main chemical composition of ER8 steel(Wt%)

      ElementMass fraction/%ElementMass fraction/%
      C0.35V0.98
      Si0.32Mo2.02
      Mn1.27B0.003
      P0.012Co0.93
      Cr2.43
    • Table 2. Grain size grades of sample under different heat treatment conditions

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      Table 2. Grain size grades of sample under different heat treatment conditions

      Numberthermal treatmentGrain size
      grades
      1875 ℃ normalizing+900 ℃ quenching9.5
      2raw material10.0
      3950 ℃ tempering10.5
      4875 ℃ normalizing+810 ℃ quenching11.0
      5800 ℃ normalizing11.5
    • Table 3. Results for model evaluation indeces

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      Table 3. Results for model evaluation indeces

      VariablePretreatment
      method
      MethodModeling setPrediction set
      Misjudgment
      times/piece
      Discrimination
      accuracy/%
      Misjudgment
      times/piece
      Discrimination
      accuracy/%
      Spectral
      line
      intensity
      NonePLS-DA0100486.7
      SNV495.7390
      MSC495.8583.3
      SG smoothing1089.4680
    • Table 4. PLS-DA discriminant analysis results based on different characteristic wavelength screening methods

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      Table 4. PLS-DA discriminant analysis results based on different characteristic wavelength screening methods

      MethodCharacteristic
      wavelength
      screening method
      Number of
      screening
      wavelengths
      Modeling setPrediction set
      Misjudgment
      times/piece
      Discrimination
      accuracy/%
      Misjudgment
      times/piece
      Discrimination
      accuracy/%
      CARS31297.9196.7
      PLS-DASPA105641.11646.7
      CARS-SPA141683.2390.0
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    Ai-guo OUYANG, Bin YU, Jun HU, Tong-zheng LIN, Yan-de LIU. Grade Evaluation of Grain Size in High-Speed Railway Wheel Steel Based on Laser-Induced Breakdown Spectroscopy[J]. Spectroscopy and Spectral Analysis, 2022, 42(11): 3428

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    Paper Information

    Category: Research Articles

    Received: Dec. 11, 2021

    Accepted: --

    Published Online: Nov. 23, 2022

    The Author Email: OUYANG Ai-guo (ouyang1968711@163.com)

    DOI:10.3964/j.issn.1000-0593(2022)11-3428-07

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