Laser & Optoelectronics Progress, Volume. 59, Issue 16, 1610010(2022)

Recognition and Analysis of Thin Clouds in Optical Astronomical Images of Large Field-of-View Ground-Based Telescope Based on Fuzzy Clustering

Xiaolong Li1,2, Hongbo Cai1、*, Huali Li1、**, and Jianyan Wei1、***
Author Affiliations
  • 1CAS Key Laboratory of Space Astronomy and Technology, National Astronomical Observatories, Chinese Academy of Sciences, Beijing 100101, China
  • 2University of Chinese Academy of Sciences, Beijing 100049, China
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    Figures & Tables(11)
    Image of GWAC(clear night without moon). (a) Original image; (b) gray histogram; (c) histogram main peak
    Image of GWAC (thin clouds). (a) Original image; (b) gray histogram; (c) histogram main peak
    Experimental result. (a) Original image; (b) processing result
    Experimental result. (a) Original image; (b) processing result
    Experimental result. (a) Original image; (b) processing result
    Experimental result. (a) Original image; (b) processing result
    Experimental result. (a) Original image; (b) processing result
    Meaning of gray levels in each processing result
    Effect verification for FCM. (a) Image for processing; (b) image for contrast; (c) processing result; (d) cross-match result
    Histograms of DeltaMag by cloud level. (a) Cloud level 1; (b) cloud level 2; (c) cloud level 3; (d) cloud level 4; (5) cloud level 5
    • Table 1. Correspondence between cloud level recognition results and DeltaMag median in each level

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      Table 1. Correspondence between cloud level recognition results and DeltaMag median in each level

      Cloud level marker12345
      Median of DeltaMags0.6300.7661.0241.1691.462
      Number of DeltaMags224960797914537
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    Xiaolong Li, Hongbo Cai, Huali Li, Jianyan Wei. Recognition and Analysis of Thin Clouds in Optical Astronomical Images of Large Field-of-View Ground-Based Telescope Based on Fuzzy Clustering[J]. Laser & Optoelectronics Progress, 2022, 59(16): 1610010

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    Paper Information

    Category: Image Processing

    Received: Apr. 1, 2021

    Accepted: Jul. 13, 2021

    Published Online: Jul. 22, 2022

    The Author Email: Hongbo Cai (chb@bao.ac.cn), Huali Li (lhl@nao.cas.cn), Jianyan Wei (wjy@nao.cas.cn)

    DOI:10.3788/LOP202259.1610010

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