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Spatio-temporal Kriging for spatial irradiance estimation with short-term forecasting in a thermosolar power plant
J G Martin1, J R D Frejo2, J M Maestre2
1Department of Maritime and Transport Technology, TU Delft, Delft, The Netherlands.
Abstract:
This article proposes a method to improve the efficiency of solar power plants by estimating and forecasting the spatial distribution of direct normal irradiance (DNI) using a sensor network and anemometer data. For this purpose, the proposed approach employs spatio-temporal kriging with an anisotropic spatio-temporal variogram that depends on wind speed to accurately estimate the distribution of DNI in real-time, making it useful for short-term forecast and nowcast of DNI. Finally, the method is validated using synthetic data from varying sky conditions, outperforming another state-of-the-art technique.
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