Enhancing temporal variability of 5-minute satellite-derived solar irradiance data

Jing Huang, R. Perez, J. Schlemmer, Marc J. R. Perez, A. Bhat, P. Keelin, A. Kubiniec
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引用次数: 1

Abstract

Satellite-derived solar irradiance data are known to underestimate temporal variability compared to point measurements because of their pixel-averaging nature. In this study, we apply an algorithm imposing random noise to enhance the temporal variability of 5-minute satellite-derived solar irradiance data. We show that the resulting product, termed as True Dynamics, has clear-sky exceedance events and the frequency of large ramp events closer to observation. In addition, the increase of temporal resolution of irradiance data significantly reduces the underestimation error of power inverter clipping under high DC:AC capacity ratios conditions.
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增强5分钟卫星太阳辐照度数据的时间变率
众所周知,与点测量相比,卫星获得的太阳辐照度数据低估了时间变异性,因为它们具有像素平均的性质。在这项研究中,我们应用了一种施加随机噪声的算法来增强5分钟卫星太阳辐照度数据的时间变异性。我们表明,由此产生的产品,称为真正的动力学,具有晴空超越事件和大斜坡事件的频率更接近观察。此外,辐照度数据时间分辨率的提高显著降低了高直流:交流容量比条件下功率逆变器截波的低估误差。
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