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CHARACTERIZATION OF IRRADIANCE VARIABILITY USING A HIGH- RESOLUTION, CLOUD-ASSIMILATING NWP

机译:使用高分辨率,具有云辅助性的NWP表征辐照度变异性

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For solar forecasting, the operational numerical weather prediction (NWP) models have been shown to be consistently erroneous at predicting irradiance and thus limited in applicability. Generally, NWP over-predict irradiance, implying an under-prediction of cloud cover. This error can be attributed to several sources: Domain resolution, model physics parameterizations, and inaccurate initial conditions. To address these issues, a high-resolution, cloud-assimilating NWP for solar irradiance forecasting was developed and implemented at the University of California, San Diego, and GL-Garrad Hassan, America, Inc (WRF-CLDDA). Here, model resolution and physics parameterizations were specifically chosen to foster cloud growth and development. Furthermore, a cloud-assimilation system was implemented to directly and accurately initialize clouds into the model. Simulations were performed for 5/1/2011 to 6/30/2011 and irradiance forecasts established for UCSD's dense pyranometer network. This study validates the model's capability of predicting irradiance variability and presents a method of deriving sub-hourly variability statistics from hourly output irradiance fields. Overall, WRF-CLDDA is shown to accurately predict irradiance variability for ramp rates with temporal scales of as fine as 20 min.
机译:对于太阳预报,已经证明了可操作的数值天气预报(NWP)模型在预测辐照度方面始终是错误的,因此适用性受到限制。通常,NWP高估了辐照度,这意味着对云量的预测不足。此错误可归因于以下几种来源:域分辨率,模型物理参数设置和不正确的初始条件。为解决这些问题,加利福尼亚大学圣地亚哥分校和美国GL-Garrad Hassan公司(WRF-CLDDA)开发并实施了一种用于太阳辐照度预测的高分辨率,可吸收云的NWP。在这里,特别选择了模型分辨率和物理参数化来促进云的增长和发展。此外,还实施了云同化系统,以直接,准确地将云初始化为模型。对2011年5月1日至2011年6月30日进行了仿真,并为UCSD的密集日射强度计网络建立了辐照度预测。这项研究验证了该模型预测辐照度变化性的能力,并提出了一种从每小时输出辐照度场导出亚每小时变异性统计信息的方法。总体而言,WRF-CLDDA被证明可以精确地预测斜坡速率的辐照度变化,时间尺度可以精确到20分钟。

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