Chinese Journal of Lasers, Volume. 52, Issue 17, 1711002(2025)

Rapid Copper Alloy Classification via Target‑Enhanced Orthogonal Double‑Pulse Laser‑Induced Breakdown Spectroscopy Combined with Interpretable Deep Learning Algorithm

Guanghui Zou, Wenlu Wang, Zenghui Wang, Yufeng Li, Runhua Li, and Yuqi Chen*
Author Affiliations
  • School of Physics and Optoelectronics, South China University of Technology, Guangzhou 510641, Guangdong , China
  • show less
    Figures & Tables(11)
    Schematic diagram of experimental setup
    Flow chart of copper alloy classification algorithm based on interpretable deep learning model
    Plasma emission spectra under SP-LIBS and target-enhanced DP-LIBS conditions
    Comparison of spectra before and after baseline correction. (a) Raw spectrum; (b) spectrum after baseline correction
    Model performance under different optimizers. (a) Training loss value; (b) training accuracy
    Feature points of samples with top 100 IG values and experimental spectra
    Confusion matrices under different wavelength feature selection methods. (a) Manual feature extraction; (b) PCA; (c) feature selection based on IG-value
    Comparison of classification model performance metrics under different experimental conditions
    Model evaluation results
    • Table 1. Element contents of copper alloy standard samples

      View table

      Table 1. Element contents of copper alloy standard samples

      LabelBrandMass fraction /%
      CuPbZnPFeBi
      1HB-159.39000.00540.01500.44803.0020
      2HB-260.90000.10500.00880.09300.4140
      3HB-360.09000.01610.08700.13701.5610
      4HB-460.14000.02090.00390.64500.8260
      5HB-561.64000.00590.00160.01100.1080
      6M359.94000.131039.78000.01360.1340
      7M458.93000.046240.70000.02080.3050
      8ZBY904a59.05001.500038.82000.00300.1540
      9ZBY92864.47000.003135.35000.00240.0390
      10ZBY905a58.14001.230039.47000.00620.4360
      11ZBY912b60.97000.026038.77000.00100.0760
    • Table 2. Integral gradient value corresponding to some characteristic wavelengths

      View table

      Table 2. Integral gradient value corresponding to some characteristic wavelengths

      Wavelength /nmIG value
      404.3773.861049
      232.7042.593736
      279.5741.898086
      285.0511.765607
      349.0911.471089
      330.2571.010776
      391.9110.896312
    Tools

    Get Citation

    Copy Citation Text

    Guanghui Zou, Wenlu Wang, Zenghui Wang, Yufeng Li, Runhua Li, Yuqi Chen. Rapid Copper Alloy Classification via Target‑Enhanced Orthogonal Double‑Pulse Laser‑Induced Breakdown Spectroscopy Combined with Interpretable Deep Learning Algorithm[J]. Chinese Journal of Lasers, 2025, 52(17): 1711002

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: spectroscopy

    Received: Mar. 4, 2025

    Accepted: Apr. 29, 2025

    Published Online: Sep. 13, 2025

    The Author Email: Yuqi Chen (chenyuqi@scut.edu.cn)

    DOI:10.3788/CJL250583

    CSTR:32183.14.CJL250583

    Topics