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SCADA data for wind turbine data-driven condition/performance monitoring: A review on state-of-art, challenges and future trends
This paper reviews the recent advancement made in data-driven technologies based on
SCADA data for improving wind turbines' operation and maintenance activities (eg condition …
SCADA data for improving wind turbines' operation and maintenance activities (eg condition …
A review of research on wind turbine bearings' failure analysis and fault diagnosis
H Peng, H Zhang, Y Fan, L Shangguan, Y Yang - Lubricants, 2022 - mdpi.com
Bearings are crucial components that decide whether or not a wind turbine can work
smoothly and that have a significant impact on the transmission efficiency and stability of the …
smoothly and that have a significant impact on the transmission efficiency and stability of the …
A self-data-driven method for remaining useful life prediction of wind turbines considering continuously varying speeds
Predictive maintenance is one of the most promising ways to reduce the operation and
maintenance (O&M) costs of wind turbines (WTs). Remaining useful life (RUL) prediction is …
maintenance (O&M) costs of wind turbines (WTs). Remaining useful life (RUL) prediction is …
A review of predictive and prescriptive offshore wind farm operation and maintenance
Offshore wind farms are a rapidly develo** source of clean, low-carbon energy and as
they continue to grow in scale and capacity, so does the requirement for their efficient and …
they continue to grow in scale and capacity, so does the requirement for their efficient and …
A review of predictive techniques used to support decision making for maintenance operations of wind turbines
The analysis of reliable studies helps to identify the credibility, scope, and limitations of
various techniques for condition monitoring of a wind turbine (WT) system's design and …
various techniques for condition monitoring of a wind turbine (WT) system's design and …
[HTML][HTML] Life extension of wind turbine drivetrains by means of SCADA data: case study of generator bearings in an onshore wind farm
Accurate predictions for remaining useful life (RUL) of wind turbine drivetrains are crucial in
reducing downtime, optimising maintenance strategies, extending operational life and …
reducing downtime, optimising maintenance strategies, extending operational life and …
Comprehensive Analysis and Evaluation of the Operation and Maintenance of Offshore Wind Power Systems: A Survey
Offshore Wind Power Systems (OWPS) offer great energy and environmental advantages,
but also pose significant Operation and Maintenance (O&M) challenges. In this survey, we …
but also pose significant Operation and Maintenance (O&M) challenges. In this survey, we …
Improved Weighted k-Nearest Neighbor Based on PSO for Wind Power System State Recognition
CY Lee, KY Huang, YX Shen, YC Lee - Energies, 2020 - mdpi.com
In this paper, we propose using particle swarm optimization (PSO) which can improve
weighted k-nearest neighbors (PWKNN) to diagnose the failure of a wind power system …
weighted k-nearest neighbors (PWKNN) to diagnose the failure of a wind power system …
A survey of machine learning applications in renewable energy sources
Renewable energy is now in high demand due to the deterioration of the global climate and
the depletion of conventional sources. Renewable energy sources (RES) such as wind and …
the depletion of conventional sources. Renewable energy sources (RES) such as wind and …
A mobilenet neural network model for fault diagnosis in roller bearings
This work is focused on the realization of a low-complexity MobileNet neural network able to
classify different bearing failure vibration signals. The network was designed to be deployed …
classify different bearing failure vibration signals. The network was designed to be deployed …