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Multi-exposure adaptive threshold technique for cloud detection with sky imagers

机译:利用天空成像仪进行云检测的多曝光自适应阈值技术

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摘要

Sky imagers have been used for cloud detection and classification in the last years, and one of the applications of these instruments is the use of cloud information in forecast algorithms for solar power technologies. These algorithms depend on an accurate classification of the complete sky dome cloud cover, but most system fail in the proximity of the sun due to saturation in the images. This work proposes a new method for cloud detection with sky imagers using images taken with different exposure times and applying an adaptive threshold to each one. The use of multiple exposure times avoids the saturation of the image in the vicinity of the sun position, while the adaptive threshold applied to the images helps in the accurate detection of cloud coverage, especially in the circumsolar area. The method is tested with a commercial sky imager, paying special attention to the detection of clouds close to the sun position. A case study is analyzed, showing an accurate detection of clouds in the vicinity of the sun. The method is also validated using statistical values for data recorded during almost one month which cover a great variety of cloudiness cases. For this purpose, the detection of clouds in the sun position is compared against the reduction of the direct normal irradiance (DNI) with respect to a modeled DNI. (C) 2015 Elsevier Ltd. All rights reserved.
机译:近年来,Sky成像仪已用于云的检测和分类,这些仪器的应用之一是在太阳能技术的预测算法中使用云信息。这些算法取决于完整的穹顶云层的准确分类,但是由于图像饱和,大多数系统在太阳附近无法工作。这项工作提出了一种使用天空成像仪进行云检测的新方法,该方法使用以不同曝光时间拍摄的图像并对每个图像应用自适应阈值。使用多个曝光时间可以避免图像在太阳位置附近饱和,而应用于图像的自适应阈值则有助于准确检测云的覆盖范围,尤其是在后阳区。该方法已通过商用天空成像仪进行了测试,并特别注意检测靠近太阳位置的云层。分析了一个案例研究,显示了对太阳附近云的精确检测。该方法还使用了将近一个月记录的数据的统计值进行了验证,该数据涵盖了各种混浊情况。为此,将相对于建模DNI的太阳位置中的云的检测与直接法向辐照度(DNI)的减少进行比较。 (C)2015 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Solar Energy》 |2015年第4期|268-277|共10页
  • 作者单位

    Inst Interuniv Sistema Tierra Andalucia, Granada 18006, Spain|Univ Granada, Dept Fis Aplicada, E-18071 Granada, Spain;

    Inst Astrofis Andalucia, Granada 18008, Spain;

    Univ Extremadura, Dept Fis, E-06071 Badajoz, Spain;

    Inst Interuniv Sistema Tierra Andalucia, Granada 18006, Spain|Univ Granada, Dept Fis Aplicada, E-18071 Granada, Spain;

  • 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

    Sky imager; High dynamic range; Cloud detection; Solar energy; Forecasting;

    机译:天空成像仪;高动态范围;云探测;太阳能;预报;

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