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Worldwide evaluation and correction of irradiance measurements from personal weather stations under all-sky conditions

机译:全球条件下个人气象站辐照测量的全球评估和纠正

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摘要

Personal weather stations (PWS) are gaining popularity since they provide open meteorological data with high spatial resolution. However, a number of factors may affect the quality of the measurements of these stations. PWS provide irradiance measurements using silicon-photodiode sensors, which are a low-cost and lower-maintenance option compared to thermopile-type pyranometers. Silicon-photodiode sensors present, however, several limitations related to the spectral bandwidth, the device's temperature and other affecting factors, which increase the error in the measurements. This article evaluates the accuracy of irradiance measurements from PWS under all-sky conditions. We propose a calibration method to reduce the uncertainty in the measurements based on the solar zenith angle, the temperature of the device and the clear-sky index. The proposed calibration model is evaluated in 30 personal weather stations from different producers located in 5 climate zones worldwide over several years. An average reduction of the relative mean bias error from 18.4% to 2.8% is achieved based on 5-min instantaneous irradiance samples for clear-sky instances and it is within a +/- 5% tolerance for all-sky conditions, where other metrics are also improved 1-4%. This study helps understanding the nature of uncertainty of irradiance measurements in this increasingly used data source and provides a practical calibration method to increase accuracy of PWS data.
机译:个人气象站(PWS)正在受欢迎,因为它们提供具有高空间分辨率的开放气象数据。然而,许多因素可能会影响这些站的测量的质量。 PWS使用硅 - 光电二极管传感器提供辐照度测量,与热疏热型粘膜计相比,这是一种低成本和低维护的选择。然而,存在硅光电二极管传感器与频谱带宽,设备的温度和其他影响因素相关的几个限制,这增加了测量中的误差。本文评估全天条件下PWS辐照度测量的准确性。我们提出了一种校准方法,以基于太阳能天顶角,器件温度和透明天空指数来减小测量的不确定性。所提出的校准模型是在几年内全球5个全球5个气候区的不同生产商的30个个人气象站中进行评估。基于5分钟的瞬时辐照样本,实现了18.4%至2.8%的相对平均偏差误差的平均降低了用于清晰天空实例的5分钟瞬时辐照样本,它在全天条件的+/- 5%范围内,其他度量也提高了1-4%。本研究有助于了解诸如此日益使用的数据源中辐照度测量不确定性的性质,并提供了一种实际的校准方法,以提高PWS数据的准确性。

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