Concepedia

Anomaly detection in wind turbine SCADA data for power curve cleaning

Rory Morrison, Xiaolei Liu, Zi Lin

Renewable Energy · 2021 · 111 citations · 17 references

Open access

Concepts

ComputingElectrical EngineeringSystems EngineeringData AnalyticsTime Series AnalysisWind EngineeringAnomaly DetectionAnomaly Detection In Time SeriesData CleaningFault DetectionOutlier DetectionWind Energy SystemsData Analytics For Power SystemsOnline Anomaly DetectionPower Curve ModelingPower System Fault AnalysisScada SystemsWind Farm Power QualityWind Turbine Condition Monitoring

References

17

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

Isolation Forest

Fei Tony Liu, Kai Ming Ting, Zhi‐Hua Zhou · 2008 · 5.6K citations

Computing, Computer Science, Data Mining +14

Markus Breunig, Hans‐Peter Kriegel, Raymond T. Ng et al. · ACM SIGMOD Record · 2000 · 5.2K citations

Computing, Computer Science, Data Analytics +6

Wind power forecasting of an offshore wind turbine based on high-frequency SCADA data and deep learning neural network

Zi Lin, Xiaolei Liu · Energy · 2020 · 256 citations

Engineering, Marine Engineering, Ocean Engineering +17

Informal identification of outliers in medical data

Jorma Laurikkala, Martti Juhola, Erna Kentala · 2000 · 210 citations

Computing, Health Informatics, Data Analytics +14