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Spatial Estimation of Sub-Hour Global Horizontal Irradiance Based on Official Observations and Remote Sensors

机译:基于官方观测和遥感的亚小时全球水平辐照度空间估计

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摘要

This study was motivated by the need to improve densification of Global Horizontal Irradiance (GHI) observations, increasing the number of surface weather stations that observe it, using sensors with a sub-hour periodicity and examining the methods of spatial GHI estimation (by interpolation) with that periodicity in other locations. The aim of the present research project is to analyze the goodness of 15-minute GHI spatial estimations for five methods in the territory of Spain (three geo-statistical interpolation methods, one deterministic method and the HelioSat2 method, which is based on satellite images). The research concludes that, when the work area has adequate station density, the best method for estimating GHI every 15 min is Regression Kriging interpolation using GHI estimated from satellite images as one of the input variables. On the contrary, when station density is low, the best method is estimating GHI directly from satellite images. A comparison between the GHI observed by volunteer stations and the estimation model applied concludes that 67% of the volunteer stations analyzed present values within the margin of error (average of ±2 standard deviations).
机译:这项研究的动机是需要改进全球水平辐照度(GHI)观测值的密度,增加观测它的地面气象站的数量,使用具有亚小时周期性的传感器并检查空间GHI估算方法(通过插值法)在其他位置具有这种周期性。本研究项目的目的是分析西班牙境内五种方法(三种地统计插值方法,一种确定性方法和基于卫星图像的HelioSat2方法)的15分钟GHI空间估计的优势。 。研究得出的结论是,当工作区域具有足够的站点密度时,每15分钟估算GHI的最佳方法是使用从卫星图像估算的GHI作为输入变量之一的回归克里格插值。相反,当电台密度较低时,最好的方法是直接根据卫星图像估算GHI。通过志愿者站观测到的GHI与应用的估计模型之间的比较得出结论,即67%的志愿者站分析了误差范围内的当前值(±2标准偏差的平均值)。

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