AI for renewable energies

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CONTEXT


In the context of a Data Science/Artificial Intelligence mission, Astrakhan accompanies a client on projects related to renewable energy. To date, our work involves solar energy projects with photovoltaic technology and purely technical projects at the client’s premises (statistics, computer development).


OUR ACHIEVEMENTS


● Automated and daily calculation of metrics on a photovoltaic site, such as the average temperature of the sensors


● Creation of a module to detect outliers in solar data 


● Modeling of the power generated by a solar panel according to weather data 


● Detection of anomalies in the time series of real data, due for example to a sensor 


● Creation of graphs giving a clear visualization of the information resulting from the analyses carried out 


● Technical study of a Python library facilitating the creation of data analysis pipelines 


● Study of statistical methods for sensitivity analysis of systems


● Automated selection of buildings on satellite photos in order to classify them according to the type of roofing


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