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 …
Early fault detection in the main bearing of wind turbines based on Gated Recurrent Unit (GRU) neural networks and SCADA data
Á Encalada-Dávila, L Moyón, C Tutivén… - IEEE/ASME …, 2022 - ieeexplore.ieee.org
Failures in the main bearings of wind turbines are critical in terms of downtime and
replacement cost. Early diagnosis of their faults would lower the levelized cost of wind …
replacement cost. Early diagnosis of their faults would lower the levelized cost of wind …
Condition monitoring of wind turbine systems by explainable artificial intelligence techniques
The performance evaluation of wind turbines operating in real-world environments typically
relies on analyzing the power curve, which shows the relationship between wind speed and …
relies on analyzing the power curve, which shows the relationship between wind speed 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 …
Discussion on the suitability of SCADA-Based Condition monitoring for wind turbine Fault diagnosis through Temperature Data Analysis
Wind turbines are expected to provide on the order of 50% of the electricity worldwide in the
near future, and it is therefore fundamental to reduce the costs associated with this form of …
near future, and it is therefore fundamental to reduce the costs associated with this form of …
Fault-tree-analysis-based health monitoring for autonomous underwater vehicle
S Byun, M Papaelias, FPG Márquez, D Lee - Journal of Marine Science …, 2022 - mdpi.com
Undersea terrain and resource exploration missions using autonomous underwater vehicles
(AUVs) require a great deal of time. Therefore, it is necessary to monitor the state of the AUV …
(AUVs) require a great deal of time. Therefore, it is necessary to monitor the state of the AUV …
A Review of machine learning techniques for wind turbine's fault detection, diagnosis, and prognosis
Wind turbines are becoming increasingly important in the generation of clean, renewable
energy worldwide. To ensure their dependable and accessible operation, advanced real …
energy worldwide. To ensure their dependable and accessible operation, advanced real …
Early fault diagnosis strategy for WT main bearings based on SCADA data and one-class SVM
To reduce the levelized cost of wind energy, through the reduction in operation and
maintenance costs, it is imperative that the wind turbine downtime is reduced through …
maintenance costs, it is imperative that the wind turbine downtime is reduced through …
SCADA data analysis for long-term wind turbine performance assessment: A case study
The long-term analysis of wind turbine performance is a complex task, because the
extracted power has a multivariate dependence on ambient conditions and working …
extracted power has a multivariate dependence on ambient conditions and working …