cover image: Monte Carlo prediction of the energy performance of a photovoltaic panel using detailed meteorological input data

Monte Carlo prediction of the energy performance of a photovoltaic panel using detailed meteorological input data

1 Jan 2024

Modeling the thermal behavior of a photovoltaic system is one step toward a better simulation of its electrical performances. In this study, a numerical model of the energy balance of a 310 W photovoltaic panel is developed and used to estimate the panel’s temperature by integrating the meteorological parameters over time. The input factors are the global irradiance, wind speed, ambient temperature, ground and sky temperatures if available. The energy balance is interpreted in a probabilistic way using the Monte Carlo method which provides access to an estimation of the system temperature at any probe location. This estimation is validated using experimental data for typical days with clear, cloudy and rainy conditions. Then the model is used to determine the electrical production. Firstly, it is used for the month of June 2022 where the energy estimate is compared to the experimental measurements in Nancy (France). Secondly, the model is applied over the year 2019 for two different locations — in Nancy (France) and in Las Vegas (Nevada, USA). The results are analyzed and compared with the European photovoltaic simulation tool PVGIS. Finally, the electrical production in Nancy from 2013 to 2020 is estimated using the present model.

Authors

Thomas Villemin, Olivier Farges, Gilles Parent, Rémy Claverie

Bibliographic Reference
Thomas Villemin, Olivier Farges, Gilles Parent, Rémy Claverie. Monte Carlo prediction of the energy performance of a photovoltaic panel using detailed meteorological input data. International Journal of Thermal Sciences, 2024, 195, pp.108672. ⟨10.1016/j.ijthermalsci.2023.108672⟩. ⟨hal-04222017⟩
DOI
https://doi.org/10.1016/j.ijthermalsci.2023.108672
HAL Collection
['CNRS - Centre national de la recherche scientifique', 'Université de Lorraine', "LEMTA - Laboratoire d'Energétique et de Mécanique Théorique et Appliquée", "Centre d'études et d'expertise sur les risques, l'environnement, la mobilité et l'aménagement", 'ANR', 'Pôle Energie, Mécanique, Procédés, Produits']
HAL Identifier
4317228
Institution
['Université de Lorraine', "Centre d'Etudes et d'Expertise sur les Risques, l'Environnement, la Mobilité et l'Aménagement"]
Laboratory
['Laboratoire Énergies et Mécanique Théorique et Appliquée', "Centre d'Etudes et d'Expertise sur les Risques, l'Environnement, la Mobilité et l'Aménagement - Direction Est"]
Published in
France

Table of Contents