Wind Turbine SCADA Data Imbalance: A Review of Its Impact on Health Condition Analyses and Mitigation Strategies

Wind Turbine SCADA Data Imbalance: A Review of Its Impact on Health Condition Analyses and Mitigation Strategies

The rapidly increasing installed capacity of Wind Turbines (WTs) worldwide emphasizes the need for Operation and Maintenance (O&M) strategies favoring high availability, reliability, and cost-effective operation. Optimal decision-making and planning are supported by WT health condition analyses...

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Bibliographic Details
Main Authors: Adaiton Oliveira-Filho, Monelle Comeau, James Cave, Charbel Nasr, Pavel Côté, Antoine Tahan
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Energies
Subjects:
wind turbine
SCADA data
imbalanced data
normal behavior model
data augmentation techniques
Online Access:https://www.mdpi.com/1996-1073/18/1/59
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