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Fault detection by an ensemble framework of Extreme Gradient Boosting (XGBoost) in the operation of offshore wind turbines

Pavlos Trizoglou, Xiaolei Liu, Zi Lin

2021Renewable Energy177 citationsDOIOpen Access PDF

Topics & Concepts

SCADAHyperparameterComputer scienceOffshore wind powerArtificial neural networkWind powerHyperparameter optimizationExtreme learning machineGradient boostingFault detection and isolationFeature engineeringMachine learningArtificial intelligenceDeep learningData miningReliability engineeringEngineeringSupport vector machineRandom forestActuatorElectrical engineeringMachine Fault Diagnosis TechniquesEnergy Load and Power ForecastingOil and Gas Production Techniques
Fault detection by an ensemble framework of Extreme Gradient Boosting (XGBoost) in the operation of offshore wind turbines | Litcius