Learning deep representation of imbalanced SCADA data for fault detection of wind turbines
Sign Up to like & getrecommendations! Published in 2019 at "Measurement"
DOI: 10.1016/j.measurement.2019.03.029
Abstract: Abstract Numerous intelligent fault diagnosis models have been developed on supervisory control and data acquisition (SCADA) systems of wind turbines, so as to process massive SCADA data effectively and accurately. However, there is a problem… read more here.
Keywords: wind turbines; learning deep; deep representation; class ... See more keywords
Blades icing identification model of wind turbines based on SCADA data
Sign Up to like & getrecommendations! Published in 2020 at "Renewable Energy"
DOI: 10.1016/j.renene.2020.07.049
Abstract: Abstract Blades icing would reduce the aerodynamic performance, cause power generation loss of WTGs, and even affect the safety of production and operation. By analyzing the relationship between blades icing and Supervisory Control And Data… read more here.
Keywords: scada data; identification model; icing identification; blades icing ... See more keywords
Research on Fault Diagnosis of Wind Turbine Based on SCADA Data
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3029435
Abstract: Effective early warning of wind turbine failures is of great significance to reduce the operation and maintenance costs of wind farms and improve power generation efficiency. At present, most wind farms are installed with supervisory… read more here.
Keywords: based scada; wind turbine; wind; scada data ... See more keywords
Condition Monitoring of Wind Turbine Generators Using SCADA Data Analysis
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Sustainable Energy"
DOI: 10.1109/tste.2020.2989220
Abstract: Utility-scale wind turbines are equipped with a supervisory control and data acquisition (SCADA) system for remote supervision and control. The SCADA system accumulates a large amount of data that contains the health conditions of the… read more here.
Keywords: wind turbines; wind turbine; wind; scada data ... See more keywords
Effect of Time History on Normal Behaviour Modelling Using SCADA Data to Predict Wind Turbine Failures
Sign Up to like & getrecommendations! Published in 2020 at "Energies"
DOI: 10.3390/en13184745
Abstract: Operations and Maintenance (O&M) can make up a significant proportion of lifetime costs associated with any wind farm, with up to 30% reported for some offshore developments. It is increasingly important for wind farm owners… read more here.
Keywords: scada data; time; behaviour modelling; normal behaviour ... See more keywords
Condition-Based Maintenance of Gensets in District Heating Using Unsupervised Normal Behavior Models Applied on SCADA Data
Sign Up to like & getrecommendations! Published in 2023 at "Energies"
DOI: 10.3390/en16093719
Abstract: Increasing interest in natural gas-fired gensets is motivated by District Heating (DH) network applications, especially in urban areas. Even if they represent customary solutions, when used in DH, duty regimes are driven by network thermal… read more here.
Keywords: district heating; condition based; scada data; based maintenance ... See more keywords