Journal of Applied Optics, Volume. 44, Issue 3, 605(2023)

Defect detection of solar cells based on multi-feature fusion

Tianshu LAI1...2,3, Huaiguang LIU1,2,3,*, Bo TANG1,2,3, and Shiyang ZHOU1,23 |Show fewer author(s)
Author Affiliations
  • 1Key Laboratory of Metallurgical Equipment and Control Technology (Ministry of Education), Wuhan University of Science and Technology, Wuhan 430081, China
  • 2Hubei Key Laboratory of Mechanical Transmission and Manufacturing Engineering, Wuhan University of Science and Technology, Wuhan 430081, China
  • 3Precision Manufacturing Institute, Wuhan University of Science and Technology, Wuhan 430081, China
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    Figures & Tables(12)
    Schematic diagram of semi-silicon PL imaging
    Flow chart of solar cell defect detection
    Four typical defects on solar cells
    Gaussian kernel selection analysis
    Image enhancement process
    Images detected by corner points
    Non-corner point defect segmentation
    Comparison of dimension reduction schemes
    Characteristic distinction degree
    Optimization process for PSO-SVM
    Defect detection results
    • Table 1. Comparison of identification schemes

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      View in Article

      Table 1. Comparison of identification schemes

      检测方案特征类型准确率/%
      线隐枝隐黑斑划痕无缺陷总准确率
      Le-Net卷积70.2180.0982.4264.5810079.46
      SVM形态特征86.3482.8787.2089.2385.5686.25
      SVM+PCAHog特征90.3085.0995.1990.1189.1189.96
      SVM+PCA融合特征94.2590.0591.0393.2594.4692.70
      SVM+LE融合特征95.2092.8592.8895.3794.2094.10
      PSO_SVM+PCA融合特征97.0096.5497.2598.5697.4597.36
      PSO_SVM+LE融合特征97.3098.2097.7099.5399.8198.30
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    Tianshu LAI, Huaiguang LIU, Bo TANG, Shiyang ZHOU. Defect detection of solar cells based on multi-feature fusion[J]. Journal of Applied Optics, 2023, 44(3): 605

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    Paper Information

    Category: Research Articles

    Received: Jul. 11, 2022

    Accepted: --

    Published Online: Jun. 19, 2023

    The Author Email: LIU Huaiguang (lhg81219@163.com)

    DOI:10.5768/JAO202344.0303005

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