Fault detection of large amounts of photovoltaic systems
|. Fault detection of large amounts of photovoltaic systems. pages http://www.ecmlpkdd2013.org/wp-content/uploads/2013/09/dare2013, 2013.|
|Buch||Online Proceedings of the ECML PKDD 2013 Workshop on Data Analytics for Renewable Energy Integration (DARE'13)|
We study a model-based approach to detect sustainable faults of photovoltaic systems. We describe models and algorithms which al- low us to analyze a large amount of photovoltaic systems. Our approach is based on median regression. We assume that we know the irradiance and produced energy of a photovoltaic system. The particular challenge of the data analysis problem we study here is the possible huge amount of photovoltaic systems and their continuous streams of data.