Spacecraft Recovery & Remote Sensing, Volume. 45, Issue 1, 161(2024)

Study on Machine Learning Cloud Detection Considering Optimal Selection of Samples

Hui ZHANG1... Fangrong ZHOU2, Zhen XU1, Gang WEN2, Yutang MA2, Xu HAN3,* and Lei WU3 |Show fewer author(s)
Author Affiliations
  • 1Yunnan Power Grid Co., Ltd., Kunming 650011, China
  • 2Grid Joint Laboratory of Power Remote Sensing Technology, Electric Power Research Institute, Yunnan Power Grid Company Ltd., China Southern Power, Kunming 650217, China
  • 3Suzhou Deep Blue Space Remote Sensing Technology Co., Ltd., Suzhou 215505, China
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    References(18)

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    [3] K T KRIEBEL, R W SAUNDERS, G GESELL. Optical Properties of Clouds Derived from Fully Cloudy AVHRR Pixels. Beiträge zur Physik der Atmosphäre, 62, 165-171(1989).

    [5] [5] SHANG H, CHEN L, LETU H, et al. Development of a Daytime Cloud Haze Detection Algithm f Himawari8 Satellite Measurements over Central Eastern China[J]. Journal of Geophysical Research Atmospheres, 2017, 122(6): 35283543.

    [11] [11] DEVASTHALE A, JOHANSSON E, KARLSSON K, et al. Advancing the Uncertainty acterisation of Cloud Masking in Passive Satellite Imagery: Probabilistic Fmulations f NOAA AVHRR Data[J]. Remote Sensing of Environment, 2015, 158: 126139.

    [17] [17] LIU C, YANG S, DI D, et al. A Machine LearningBased Cloud Detection Algithm f the Himawari8 Spectral Image[J]. Advances in Atmospheric Sciences, 2021, 39: 19942007.

    [21] I TAKAHITO, Y RYO. Algorithm Theoretical Basis for Himawari-8 Cloud Mask Product. Meteorological Satellite Center Technical Note, 61, 1-17.(2016).

    [24] [24] AMIT Y, GEMAN D. Shape Quantization Recognition with Romized Trees[J]. Neural Computation, 1997, 9(7): 15451588.

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    Hui ZHANG, Fangrong ZHOU, Zhen XU, Gang WEN, Yutang MA, Xu HAN, Lei WU. Study on Machine Learning Cloud Detection Considering Optimal Selection of Samples[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(1): 161

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    Paper Information

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    Received: Mar. 27, 2023

    Accepted: Jul. 15, 2023

    Published Online: Apr. 22, 2024

    The Author Email: HAN Xu (228239634@qq.com)

    DOI:10.3969/j.issn.1009-8518.2024.01.014

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