{"type":"conference","publication_identifier":{"issn":["2196-100X "]},"abstract":[{"text":"The focus of this work is to demonstrate the advantage of collecting modul based PV-power system\r\nmonitoring data with modern communication technology and the intelligent data analysis algorithms of computer\r\nscience. Prediction and recognition of different faults in large PV-arrays are very important for the effective operation\r\nof PV-plants. Different PV-Systems are monitored with a large amount of data collected. The monitoring data is\r\ncombined with weather data from free internet sources. The challenge in this work is using intelligent data analysis\r\nmethods of data mining technology for a fault detection of different failure types in real PV-plants. The focus is on\r\nusing neural network classifier for failure types of partial shading, defect bypass diodes, hailstorm damage and\r\nmechanical damage.","lang":"eng"}],"conference":{"name":"32nd European Photovoltaic Solar Energy Conference and Exhibition","location":"München","start_date":"2016-06-20","end_date":"2016-06-24"},"date_updated":"2024-04-03T07:29:36Z","alternative_id":["1537"],"language":[{"iso":"eng"}],"publisher":"WIP","author":[{"id":"207629","orcid":"0009-0009-0247-8204","first_name":"Grit","last_name":"Behrens","full_name":"Behrens, Grit"},{"last_name":"Dercho","full_name":"Dercho, A. ","first_name":"A. "},{"last_name":"Quakernack","full_name":"Quakernack, H.","first_name":"H."},{"id":"211575","first_name":"Tim","last_name":"Wächter","full_name":"Wächter, Tim"},{"full_name":"Hempelmann, S.","last_name":"Hempelmann","first_name":"S."},{"first_name":"I. ","last_name":"Kruse","full_name":"Kruse, I. "}],"doi":"10.4229/EUPVSEC20162016-5DO.12.4","title":"Data Mining Methods for Failure Classification on PV-Modules Monitored under Field-Conditions","publication":"European Photovoltaic Solar Energy Conference and Exhibition","date_created":"2019-04-17T12:58:06Z","user_id":"220548","citation":{"ieee":"G. Behrens, A. Dercho, H. Quakernack, T. Wächter, S. Hempelmann, and I. Kruse, “Data Mining Methods for Failure Classification on PV-Modules Monitored under Field-Conditions,” in <i>European Photovoltaic Solar Energy Conference and Exhibition</i>, München, 2016.","apa":"Behrens, G., Dercho, A., Quakernack, H., Wächter, T., Hempelmann, S., &#38; Kruse, I. (2016). Data Mining Methods for Failure Classification on PV-Modules Monitored under Field-Conditions. In <i>European Photovoltaic Solar Energy Conference and Exhibition</i>. München: WIP. <a href=\"https://doi.org/10.4229/EUPVSEC20162016-5DO.12.4\">https://doi.org/10.4229/EUPVSEC20162016-5DO.12.4</a>","chicago":"Behrens, Grit, A.  Dercho, H. Quakernack, Tim Wächter, S. Hempelmann, and I.  Kruse. “Data Mining Methods for Failure Classification on PV-Modules Monitored under Field-Conditions.” In <i>European Photovoltaic Solar Energy Conference and Exhibition</i>. WIP, 2016. <a href=\"https://doi.org/10.4229/EUPVSEC20162016-5DO.12.4\">https://doi.org/10.4229/EUPVSEC20162016-5DO.12.4</a>.","short":"G. Behrens, A. Dercho, H. Quakernack, T. Wächter, S. Hempelmann, I. Kruse, in: European Photovoltaic Solar Energy Conference and Exhibition, WIP, 2016.","alphadin":"<span style=\"font-variant:small-caps;\">Behrens, Grit</span> ; <span style=\"font-variant:small-caps;\">Dercho, A. </span> ; <span style=\"font-variant:small-caps;\">Quakernack, H.</span> ; <span style=\"font-variant:small-caps;\">Wächter, Tim</span> ; <span style=\"font-variant:small-caps;\">Hempelmann, S.</span> ; <span style=\"font-variant:small-caps;\">Kruse, I. </span>: Data Mining Methods for Failure Classification on PV-Modules Monitored under Field-Conditions. In: <i>European Photovoltaic Solar Energy Conference and Exhibition</i> : WIP, 2016","bibtex":"@inproceedings{Behrens_Dercho_Quakernack_Wächter_Hempelmann_Kruse_2016, title={Data Mining Methods for Failure Classification on PV-Modules Monitored under Field-Conditions}, DOI={<a href=\"https://doi.org/10.4229/EUPVSEC20162016-5DO.12.4\">10.4229/EUPVSEC20162016-5DO.12.4</a>}, booktitle={European Photovoltaic Solar Energy Conference and Exhibition}, publisher={WIP}, author={Behrens, Grit and Dercho, A.  and Quakernack, H. and Wächter, Tim and Hempelmann, S. and Kruse, I. }, year={2016} }","ama":"Behrens G, Dercho A, Quakernack H, Wächter T, Hempelmann S, Kruse I. Data Mining Methods for Failure Classification on PV-Modules Monitored under Field-Conditions. In: <i>European Photovoltaic Solar Energy Conference and Exhibition</i>. WIP; 2016. doi:<a href=\"https://doi.org/10.4229/EUPVSEC20162016-5DO.12.4\">10.4229/EUPVSEC20162016-5DO.12.4</a>","mla":"Behrens, Grit, et al. “Data Mining Methods for Failure Classification on PV-Modules Monitored under Field-Conditions.” <i>European Photovoltaic Solar Energy Conference and Exhibition</i>, WIP, 2016, doi:<a href=\"https://doi.org/10.4229/EUPVSEC20162016-5DO.12.4\">10.4229/EUPVSEC20162016-5DO.12.4</a>."},"_id":"174","status":"public","year":"2016"}