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   Articles with "scada data" as a keyword



Learning deep representation of imbalanced SCADA data for fault detection of wind turbines

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recommendations! 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

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recommendations! 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

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recommendations! 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
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A Multi-View Spatio-Temporal Feature Fusion Approach for Wind Turbine Condition Monitoring Based on SCADA Data

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recommendations! Published in 2024 at "IEEE Access"

DOI: 10.1109/access.2024.3379529

Abstract: Condition monitoring of wind turbines is critical for increasing the reliability of the turbines and reducing their operation and maintenance costs. Supervisory control and data acquisition (SCADA) systems have been widely regarded as a promising… read more here.

Keywords: wind; scada data; approach; spatio temporal ... See more keywords

Condition Monitoring of Wind Turbine Generators Using SCADA Data Analysis

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recommendations! 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
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Effect of Time History on Normal Behaviour Modelling Using SCADA Data to Predict Wind Turbine Failures

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recommendations! 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

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recommendations! 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

Prediction of Icing on Wind Turbines Based on SCADA Data via Temporal Convolutional Network

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recommendations! Published in 2024 at "Energies"

DOI: 10.3390/en17092175

Abstract: Icing on the blades of wind turbines during winter seasons causes a reduction in power and revenue losses. The prediction of icing before it occurs has the potential to enable mitigating actions to reduce ice… read more here.

Keywords: temporal convolutional; scada data; prediction icing; wind turbines ... See more keywords

Pre-Filtering SCADA Data for Enhanced Machine Learning-Based Multivariate Power Estimation in Wind Turbines

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recommendations! Published in 2025 at "Journal of Marine Science and Engineering"

DOI: 10.3390/jmse13030410

Abstract: Data generated during the shutdown or start-up processes of wind turbines, particularly in complex wind conditions such as offshore environments, often accumulate in the low-wind-speed region, leading to reduced multivariate power estimation accuracy. Therefore, developing… read more here.

Keywords: scada data; wind turbines; power estimation; power ... See more keywords