Global Horizontal Irradiance in West Africa: Evaluation of the WRF-Solar Model in Convective Permitting Mode with Ground Measurements

IF 2.6 3区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Journal of Applied Meteorology and Climatology Pub Date : 2023-04-24 DOI:10.1175/jamc-d-22-0186.1
Windmanagda Sawadogo, J. Bliefernicht, B. Fersch, S. Salack, Samuel Guug, K. Ogunjobi, S. Meilinger, H. Kunstmann
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Abstract

The number of solar power plants has increased in West Africa in recent years. Reliable reanalysis data and short-term forecasting of solar irradiance from numerical weather prediction models could provide an economic advantage for the planning and operation of solar power plants, especially in data-poor regions such as West Africa. This study presents a detailed assessment of different shortwave (SW) radiation schemes from the Weather Research and Forecasting option Solar (WRF-Solar) model with appropriate configurations for different atmospheric conditions in Ghana and the southern part of Burkina Faso. We applied a two one-way nested domain (D1=15 km and D2=3 km) to investigate four different SW schemes namely, CAM, Dudhia, RRTMG, Goddard and RRTMG without aerosol and with aerosol inputs (RRTMG_AERO). The simulation results were validated using hourly measurements from different automatic weather stations established in the study region in recent years. The results show that the RRTMG_AERO_D01 generally outperforms the other SW radiation schemes to simulate GHI under all-sky condition (RMSE=235 W/m2 (19%); MAE=172 W/m2 (14%)) and also under cloudy skies. Moreover, RRTMG_AERO_D01 shows the best performance on a seasonal scale. Both the RRTMG_AERO and Dudhia experiments indicate a good performance under clear skies. However, the sensitivity study of different SW radiation schemes in the WRF-Solar model suggests that RRTMG_AERO gives better results. Therefore, it is recommended to use it for solar irradiance forecasts over Ghana and the southern part of Burkina Faso.
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西非全球水平辐照度:WRF-Solar模式在对流允许模式下与地面测量的评估
近年来,西非的太阳能发电厂数量有所增加。可靠的再分析数据和数值天气预测模型对太阳辐照度的短期预测可以为太阳能发电厂的规划和运营提供经济优势,特别是在西非等数据贫乏的地区。本研究详细评估了天气研究和预测选项太阳能(WRF Solar)模型的不同短波(SW)辐射方案,该模型具有适用于加纳和布基纳法索南部不同大气条件的适当配置。我们应用两个单向嵌套域(D1=15km和D2=3km)来研究四种不同的SW方案,即CAM、Dudhia、RRTMG、Goddard和RRTMG,无气溶胶和有气溶胶输入(RRTMG_AERO)。利用近年来在研究区域建立的不同自动气象站的每小时测量值验证了模拟结果。结果表明,RRTMG_AERO_D01在模拟全天空条件下的GHI时总体上优于其他SW辐射方案(RMSE=235W/m2(19%);MAE=172 W/m2(14%))以及多云天气下。此外,RRTMG_AERO_D01在季节尺度上表现最佳。RRTMG_AERO和Dudhia实验都表明在晴朗的天空下表现良好。然而,WRF太阳模型中不同SW辐射方案的灵敏度研究表明,RRTMG_AERO给出了更好的结果。因此,建议将其用于加纳和布基纳法索南部的太阳辐照度预测。
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来源期刊
Journal of Applied Meteorology and Climatology
Journal of Applied Meteorology and Climatology 地学-气象与大气科学
CiteScore
5.10
自引率
6.70%
发文量
97
审稿时长
3 months
期刊介绍: The Journal of Applied Meteorology and Climatology (JAMC) (ISSN: 1558-8424; eISSN: 1558-8432) publishes applied research on meteorology and climatology. Examples of meteorological research include topics such as weather modification, satellite meteorology, radar meteorology, boundary layer processes, physical meteorology, air pollution meteorology (including dispersion and chemical processes), agricultural and forest meteorology, mountain meteorology, and applied meteorological numerical models. Examples of climatological research include the use of climate information in impact assessments, dynamical and statistical downscaling, seasonal climate forecast applications and verification, climate risk and vulnerability, development of climate monitoring tools, and urban and local climates.
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