KPI Extraction from Maintenance Work Orders—A Comparison of Expert Labeling, Text Classification and AI-Assisted Tagging for Computing Failure Rates of Wind Turbines
Lutz, Marc-Alexander, Schäfermeier, Bastian, Sexton, Rachael, Sharp, Michael, Dima, Alden, Faulstich, Stefan, Aluri, Jagan Mohini
Published in Energies (Basel) (01.12.2023)
Published in Energies (Basel) (01.12.2023)
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Journal Article
Autoencoder-based anomaly root cause analysis for wind turbines
Roelofs, Cyriana M.A., Lutz, Marc-Alexander, Faulstich, Stefan, Vogt, Stephan
Published in Energy and AI (01.06.2021)
Published in Energy and AI (01.06.2021)
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Journal Article
Evaluation of Anomaly Detection of an Autoencoder Based on Maintenace Information and Scada-Data
Lutz, Marc-Alexander, Vogt, Stephan, Berkhout, Volker, Faulstich, Stefan, Dienst, Steffen, Steinmetz, Urs, Gück, Christian, Ortega, Andres
Published in Energies (Basel) (01.03.2020)
Published in Energies (Basel) (01.03.2020)
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Journal Article
Digitalization Workflow for Automated Structuring and Standardization of Maintenance Information of Wind Turbines into Domain Standard as a Basis for Reliability KPI Calculation
Lutz, Marc-Alexander, Walgern, Julia, Beckh, Katharina, Schneider, Juliane, Faulstich, Stefan, Pfaffel, Sebastian
Published in Journal of physics. Conference series (01.04.2022)
Published in Journal of physics. Conference series (01.04.2022)
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Journal Article
Recommended practices for wind farm data collection and reliability assessment for O&M optimization
Hahn, Berthold, Welte, Thomas, Faulstich, Stefan, Bangalore, Pramod, Boussion, Cyril, Harrison, Keith, Miguelanez-Martin, Emilio, O’Connor, Frank, Pettersson, Lasse, Soraghan, Conaill, Stock-Williams, Clym, Dalsgaard Sørensen, John, van Bussel, Gerard, Vatn, Jørn
Published in 14th Deep Sea Offshore Wind R and D Conference, EERA DeepWind 2017, Trondheim, Norway (01.01.2017)
Published in 14th Deep Sea Offshore Wind R and D Conference, EERA DeepWind 2017, Trondheim, Norway (01.01.2017)
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Journal Article
Conference Proceeding
Monitoring Offshore Wind Energy Use in Europe–Offshore∼WMEP
Faulstich, Stefan, Pfaffel, Sebastian, Kühn, Paul, Lyding, Philipp
Published in Energy procedia (2012)
Published in Energy procedia (2012)
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Journal Article
Transfer learning applications for anomaly detection in wind turbines
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Paper
Journal Article
KPI Extraction from Maintenance Work Orders -- A Comparison of Expert Labeling, Text Classification and AI-Assisted Tagging for Computing Failure Rates of Wind Turbines
Marc-Alexander, Lutz, Schäfermeier, Bastian, Sexton, Rachael, Sharp, Michael, Alden Dima, Faulstich, Stefan, Jagan Mohini Aluri
Published in arXiv.org (06.12.2023)
Published in arXiv.org (06.12.2023)
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Paper
Journal Article