Infrared and Laser Engineering, Volume. 52, Issue 5, 20220537(2023)

"Cat's eye" echo information assessment method of CCD damage status

Ting Yu, Chunhui Niu, and Yong Lv*
Author Affiliations
  • School of Instrument Science and Photoelectric Engineering, Beijing Information Science & Technology University, Beijing 100192, China
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    Figures & Tables(10)
    (a) Basic structure of CCD; (b) Damage status of CCD; (c) Marked area, 3D topography image of CCD; (d) Undamaged area; (e) Damaged area
    (a) Schematic diagram of optical system platform for simultaneous polariztion imaging; (b) Experimental scene, system device (c) Transmitting and receiving system; (d) Detection system
    I and DP of CCD. (a) Raw data; (b) Processed data
    Relationship between smoothing fator and error rate平滑因子与错误率的关系
    Predition effect of long-distance outdoor models. (a) KNN; (b) K-SVM; (c) PNN
    Long-distance predition effect of different random numbers. (a) Error rate; (b) Predition time
    • Table 1. RMS parameter Sq of CCD surface

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      Table 1. RMS parameter Sq of CCD surface

      GroupUndamaged area Sq/μm Damaged area Sq/μm
      13.9316.357
      24.1146.522
      34.1155.705
      44.0745.191
      54.0996.033
      64.1425.643
    • Table 2. Input data format of model

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      Table 2. Input data format of model

      IDPCategory label
      3090980.1128961
      3208100.1022601
      2840510.0957121
      2966610.1457721
      2917960.0840861
      3879320.3783912
      370 9130.3165622
      392 9110.3852402
      3965140.3362552
      3961260.3878062
    • Table 3. Error rates for different smoothing fators \begin{document}$ \sigma $\end{document}

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      Table 3. Error rates for different smoothing fators \begin{document}$ \sigma $\end{document}

      Smoothing fatorError rate
      0.19.8639%
      0.223.1293%
      0.342.8571%
      0.444.5578%
      0.544.5578%
    • Table 4. Average of five random numbers in different data

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      Table 4. Average of five random numbers in different data

      Different dataMehodNumber of errors/PSCError ratePredition time/ms
      Near-distance experimentKNN52.13678%0.081
      K-SVM62.73506%0.101
      PNN52.13678%0.169
      Long-distance experimentKNN3511.9728%0.044
      K-SVM217.27888%0.067
      PNN289.65986%0.161
      Mixed dataKNN6612.42424%3.377
      K-SVM7313.86364%4.273
      PNN5710.7197%7.751
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    Ting Yu, Chunhui Niu, Yong Lv. "Cat's eye" echo information assessment method of CCD damage status[J]. Infrared and Laser Engineering, 2023, 52(5): 20220537

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    Paper Information

    Category: Image processing

    Received: Aug. 1, 2022

    Accepted: --

    Published Online: Jul. 4, 2023

    The Author Email: Lv Yong (lvyong@bistu.edu.cn)

    DOI:10.3788/IRLA20220537

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