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A Novel Approach for the Short-Term Forecast of the Effective Cloud Albedo

机译:一种新的有效云玻璃的短期预测方法

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摘要

The increasing use of renewable energies as a source of electricity has led to a fundamental transition of the power supply system. The integration of fluctuating weather-dependent energy sources into the grid already has a major impact on its load flows. As a result, the interest in forecasting wind and solar radiation with a sufficient accuracy over short time periods (<4 h) has grown. In this study, the short-term forecast of the effective cloud albedo based on optical flow estimation methods is investigated. The optical flow method utilized here is TV-L1 from the open source library OpenCV. This method uses a multi-scale approach to capture cloud motions on various spatial scales. After the clouds are displaced, the solar surface radiation will be calculated with SPECMAGIC NOW, which computes the global irradiation spectrally resolved from satellite imagery. Due to the high temporal and spatial resolution of satellite measurements, the effective cloud albedo and thus solar radiation can be forecasted from 5 min up to 4 h with a resolution of 0.05°. The validation results of this method are very promising, and the RMSE of the 30-min, 60-min, 90-min and 120-min forecast equals 10.47%, 14.28%, 16.87% and 18.83%, respectively. The paper gives a brief description of the method for the short-term forecast of the effective cloud albedo. Subsequently, evaluation results will be presented and discussed.
机译:随着电力源的可再生能源的使用增加导致了电源系统的基本转变。将波动的天气依赖能源与电网的集成已经对其负荷流动产生了重大影响。结果,在短时间内(<4小时)在短时间内,预测风和太阳辐射的兴趣具有足够的精度(<4小时)。在这项研究中,研究了基于光学流量估计方法的有效云反玻璃的短期预测。这里使用的光学流量方法是来自开源库OpenCV的TV-L1。该方法使用多尺度方法来捕获各种空间尺度上的云运动。在云移位后,太阳能表面辐射现在将用Specmagic计算,其计算从卫星图像分辨的全局辐射。由于卫星测量的高时间和空间分辨率,可以从5分钟的5分钟预测有效云和因此太阳辐射,分辨率为0.05°。该方法的验证结果非常有前途,30分钟的RMSE,60分钟,90分钟和120分钟的预测等于10.47%,14.28%,16.87%和18.83%。本文简要介绍了有效云反玻璃的短期预测方法的简要说明。随后,将呈现和讨论评估结果。

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