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首页> 外文期刊>Solar Energy >Accuracy of the solar irradiance forecasts of the Japan Meteorological Agency mesoscale model for the Kanto region, Japan
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Accuracy of the solar irradiance forecasts of the Japan Meteorological Agency mesoscale model for the Kanto region, Japan

机译:日本气象厅中尺度模型的日本关东地区太阳辐照度预报的准确性

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摘要

In this study, forecast characteristics of a global horizontal irradiance (GHI) forecasts by a meteorological mesoscale model (MSM) developed by the Japan Meteorological Agency (JMA) for the Kanto region, Japan were investigated during the period 2008-2010 for the next day based on forecast on different issue times on the previous day of photovoltaic (PV) power production. The evaluation of the GHI forecasting errors by MSM showed that the mean bias error (MBE) values of the GHI range from -50 to 50 W/m2 in a year. The root mean square error (RMSE) values in winter were about 90-100 W/m~2, while the RMSE values in summer approached up to 150 W/m~2. The hourly GHI forecasting errors indicated that the GHI values were generally underestimated (overestimated) in summer (winter) compared with the observations. The dependence on different four initial times were found from RMSE values, suggesting that forecasts of initial time of 21UTC were generally better than those of the other initial times. Appearance frequency of cloud types based on the visual monitoring in cases of relatively large GHI forecasting errors, which cases were selected by normalized forecast error by the surface observations (the threshold of >0.4 or <-0.4 are given for the Kanto region), indicated that stratocumulus (cirrus) clouds for the overestimation (underestimation) of the GHI were occurred significantly, while altocumulus and cumulus clouds were observed as a whole. Verifications in GHI forecasts indicated that improvements of the treatment of these clouds in MSM were necessary for the GHI forecasting and the PV power production accurately.
机译:在这项研究中,研究了由日本气象厅(JMA)针对日本关东地区开发的气象中尺度模型(MSM)进行的全球水平辐照度(GHI)预报的预报特征,在第二天的2008-2010年期间进行了调查基于对光伏(PV)发电前一天不同发行时间的预测。 MSM对GHI预测误差的评估表明,一年中GHI的平均偏差误差(MBE)值范围是-50至50 W / m2。冬季的均方根误差(RMSE)值约为90-100 W / m〜2,而夏季的RMSE值接近150 W / m〜2。每小时GHI预报误差表明,与观测值相比,夏季(冬季)的GHI值通常被低估(高估了)。从RMSE值中发现了对四个不同初始时间的依赖性,这表明21UTC初始时间的预测通常要好于其他初始时间的预测。在较大的GHI预报误差情况下,基于视觉监测的云类型出现频率,表明是通过地面观测通过归一化的预报误差选择的情况(关东地区的阈值为> 0.4或<-0.4), GHI的高估(低估)的平积云(卷云)明显发生,而高积云和积云则整体观察到。 GHI预报中的验证表明,MSM中这些云的处理方法的改进对于GHI预报和准确的光伏发电是必要的。

著录项

  • 来源
    《Solar Energy》 |2013年第ptab期|138-152|共15页
  • 作者单位

    Research Center for Photovoltaic Technologies, National Institute of Advanced Industrial Science and Technology, Japan;

    Research Center for Photovoltaic Technologies, National Institute of Advanced Industrial Science and Technology, Japan;

    Research Center for Photovoltaic Technologies, National Institute of Advanced Industrial Science and Technology, Japan;

    Research Center for Photovoltaic Technologies, National Institute of Advanced Industrial Science and Technology, Japan;

    Research Center for Photovoltaic Technologies, National Institute of Advanced Industrial Science and Technology, Japan;

    Meteorological Research Institute, Japan Meteorological Agency, Tsukuba, Japan;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    GHI; Mesoscale model (MSM); Forecasting errors; Validation; Photovoltaics; Japan;

    机译:GHI;中尺度模型(MSM);预测误差;验证;光伏;日本;

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