Hourly Global Radiation Prediction from Geostationary Satellite Data
نویسندگان
چکیده
The possibility to generate 2-D predictions of solar radiation one hour ahead and over a large geographic area is the focus of this study. In that view, hourly satellite maps of irradiations extracted from the Heliosat-3 have been used as training data and inputs of artificial neural networks (ANN) and as inputs for apersistence model. These models were computed for each point of the map, allowing generating solar radiation predictions maps. Comparisons between the computed maps and satellite estimations ones were proceed to evaluate the performances. The first results show that ANN and persistence have similar performances in a majority of pixel.
منابع مشابه
Satellite-based estimates of longwave radiation for agricultural applications
Geostationary satellites provide information that enables frequent, routine and cost-effective estimates of both downwelling longwave radiation and incident solar radiation for use by agricultural and other applications, at a resolution that cannot be practically matched by ground-based measurements. We develop a new parameterization for downwelling longwave radiation at the earth’s surface tha...
متن کاملNet Radiation Estimated from the FY-2D Data over the Source Region of the Yellow River
Numerous studies have developed algorithms for estimating the net radiation by satellite remote sensing data obtained under clear sky conditions using polar orbiting meteorological satellite. However, estimating net radiation under cloudy sky conditions using geostationary meteorological satellites with remote sensing sensors remains a significant challenge. In this paper, we developed algorith...
متن کاملNear-Real Time Global Biomass Burning Emissions Product from Multiple Geostationary Satellites
Near-real time estimates of biomass burning emissions are important for air quality monitoring and forecasting. We present here the preliminary analysis of global biomass burning emission product (GBBEP) produced from geostationary-satellite-derived fire radiative power (FRP) in near-real time. Specifically, the FRP is retrieved at an interval of 15 to 30 minutes using WF_ABBA_V65 (Wildfire Aut...
متن کاملA simple and efficient algorithm to estimate daily global solar radiation from geostationary satellite data
Surface global solar radiation (GSR) is the primary renewable energy in nature. Geostationary satellite data are used to map GSR in many inversion algorithms in which ground GSR measurements merely serve to validate the satellite retrievals. In this study, a simple algorithm with artificial neural network (ANN) modeling is proposed to explore the non-linear physical relationship between ground ...
متن کاملA New Database of Global and Direct Solar Radiation Using the Eastern Meteosat Satellite, Models and Validation
We present a new database of solar radiation at ground level for Eastern Europe and Africa, the Middle East and Asia, estimated using satellite images from the Meteosat East geostationary satellites. The method presented calculates global horizontal (G) and direct normal irradiance (DNI) at hourly intervals, using the full Meteosat archive from 1998 to present. Validation of the estimated globa...
متن کامل