Fault detection of large amounts of photovoltaic systems
|Title||Fault detection of large amounts of photovoltaic systems|
|Booktitle||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.