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Prediction improvement of potential PV production pattern, imagery satellite-based
A Ben Othman1,2, K Belkilani3,4, M Besbes1,5
1Laboratory of Robotics, Informatics and Complex Systems, National School of Engineers of Tunis, University Tunis El Manar, Tunis, Tunisia.
Scientific Reports
|November 18, 2020
Summary
A validated model accurately estimates global solar radiation (GHI) in Tunisia, showing strong agreement with meteorological data and satellite imagery. This tool offers reliable GHI predictions for the region with less than 10% error.
Area of Science:
- Renewable Energy
- Atmospheric Science
- Data Modeling
Background:
- Accurate estimation of global solar radiation (GHI) is crucial for solar energy applications.
- Existing models require validation against local measurements and satellite data.
Purpose of the Study:
- To evaluate an existing numerical model for estimating GHI in three Tunisian locations.
- To compare model estimations with meteorological measurements and PV_GIS satellite data.
Main Methods:
- Utilized statistical indicators (R, R², MPE, AMPE, MBE, AMBE, RMSE) to assess model performance.
- Compared model-derived GHI with ground-based meteorological data and satellite imagery.
- Analyzed data from three distinct Tunisian sites.
Main Results:
- The model demonstrated high accuracy, with correlation coefficients (R) close to 1.0 for most stations.
- Determination coefficients (R²) between model, meteorology, and satellite data were near 1.0.
- The Nabeul station showed a lower R (0.5848) due to data loss from meteorological conditions.
Conclusions:
- The numerical model is highly effective for estimating GHI in Tunisia.
- Statistical results confirm the model's compatibility with meteorological data, achieving an error rate below 10%.
- This validated model can be reliably used for solar resource assessment in Tunisia.

