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A case study of outlier event on solar irradiance forecasts from the two NWPs with different horizontal resolutions

机译:来自两个水平分辨率不同的NWP的离群事件对太阳辐照度预测的案例研究

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摘要

Photovoltaic (PV) power generation is directly effected by global horizontal irradiance (GHI) and has also large variations in spatial and/or temporal scales. For a safety control of an energy management system (EMS), a day-ahead forecast or several hour forecast of solar irradiance by a numerical weather prediction model (NWP) becomes important for a control of reserve capacity (thermal power generation, etc.). In particular, a large forecast error of PV power and/or GHI forecasts has to be prevented in the EMS. The Japan Meteorological Agency (JMA) developed two NWPs with different horizontal resolutions. First one is a mesoscale model with horizontal grid spacing of 5 km and second one is a local forecast model with that of 2 km. The two NWPs have been used as an operational model in JMA. In this study, GHI forecasts obtained from the two models are validated and conducted a case study for large forecast error (outlier events) case of GHI.
机译:光伏(PV)发电直接受全球水平辐照度(GHI)的影响,并且在空间和/或时间尺度上也有很大的变化。对于能源管理系统(EMS)的安全控制而言,通过数字天气预报模型(NWP)进行日照或日照的几小时预报对于控制备用容量(热力发电等)非常重要。 。特别是,必须在EMS中防止PV功率和/或GHI预测的较大预测误差。日本气象厅(JMA)开发了两个具有不同水平分辨率的NWP。第一个是水平网格间距为5 km的中尺度模型,第二个是2 km的局部预报模型。这两个NWP已在JMA中用作操作模型。在本研究中,验证了从两个模型获得的GHI预测并针对GHI的大预测误差(异常事件)案例进行了案例研究。

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