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Dependence of remote sensing accuracy of global horizontal irradiance at different scales on satellite sampling frequency

机译:不同尺度下全球水平辐照度遥感精度对卫星采样频率的依赖性

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摘要

The emergence of new-generation geostationary satellites (such as Himawari-8 or FenYun-4) provides us an opportunity to obtain more accurate global horizontal irradiance (GHI) data. In this study, instantaneous GHI estimates (with a spatio-temporal resolution of 10 min and 5 km) are produced using the cloud products from the new-generation geostationary satellite Himawari-8 with a physically based algorithm. The hourly, daily, and monthly GHI estimates are aggregated using "snapshots" (or instantaneous estimates) at two different sampling frequencies (i.e., 1 h and 10 min), and validated against surface radiometry measurements collected in China. The root mean square errors (RMSE) for hourly, daily and monthly GHI estimates calculated using 1-h snapshots were 106.6, 27.9, and 17.7 W m(-2), respectively, whereas those for hourly, daily and, monthly GHI calculated using 10-min snapshots decreased to 94.0, 24.0, and 16.6 W m(-2), respectively. This result demonstrates that the accuracies of hourly, daily, and monthly GHI estimates are improved by increasing the frequency of satellite observations from 1 h (frequency of the previous-generation geostationary satellites) to 10 min (frequency of the new-generation geostationary satellites).
机译:新一代对地静止卫星(例如Himawari-8或FenYun-4)的出现为我们提供了获得更准确的全球水平辐照度(GHI)数据的机会。在这项研究中,使用基于物理算法的新一代对地静止卫星Himawari-8的云产品,得出了瞬时GHI估计值(时空分辨率为10分钟和5 km)。每小时,每日和每月的GHI估算值均使用“快照”(或瞬时估算值)以两个不同的采样频率(即1小时和10分钟)进行汇总,并针对在中国收集的地面辐射测量数据进行了验证。使用1-h快照计算的每小时,每日和每月GHI估计值的均方根误差(RMSE)分别为106.6、27.9和17.7 W m(-2),而使用每小时1天快照计算的每小时,每日和每月GHI的均方根误差为10分钟快照分别减少到94.0、24.0和16.6 W m(-2)。该结果表明,通过将卫星观测频率从1小时(上一代对地静止卫星的频率)增加到10分钟(新一代对地静止卫星的频率),可以提高每小时,每天和每月的GHI估算值的准确性。 。

著录项

  • 来源
    《Solar Energy》 |2019年第11期|597-603|共7页
  • 作者

  • 作者单位

    Chinese Acad Sci Natl Tibetan Plateau Data Ctr Inst Tibetan Plateau Res Beijing 100101 Peoples R China|Chinese Acad Sci Ctr Excellence Tibetan Plateau Earth Sci Beijing 100101 Peoples R China;

    Chinese Acad Sci Natl Tibetan Plateau Data Ctr Inst Tibetan Plateau Res Beijing 100101 Peoples R China|Univ Chinese Acad Sci Beijing 100049 Peoples R China;

    Chinese Acad Sci Ctr Excellence Tibetan Plateau Earth Sci Beijing 100101 Peoples R China|Tsinghua Univ Dept Earth Syst Sci Beijing 100084 Peoples R China;

    Chinese Acad Sci Natl Tibetan Plateau Data Ctr Inst Tibetan Plateau Res Beijing 100101 Peoples R China;

    China Meteorol Adm Natl Climate Ctr Beijing 100081 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Surface solar radiation; Observation frequency; Himawari-8; Geostationary satellite;

    机译:表面太阳辐射;观察频率;Himawari-8;对地静止卫星;

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