Fuzzy reliability evaluation and machine learning-based fault prediction of wind turbines

J An, X Hu, L Gong, Z Zou, LR Zheng - Journal of Industrial Information …, 2024 - Elsevier
The swift growth of the wind power industry necessitates comprehensive evaluation and
efficient fault prediction of wind turbines. Given the challenges of integration and
optimization of reliability evaluation and fault prediction models, a systematic method of
reliability fuzzy evaluation and fault prediction based on the Supervisory Control and Data
Acquisition (SCADA) data is proposed. A mid-to-long-term reliability fuzzy evaluation model
is constructed using Fuzzy Comprehensive Evaluation (FCE). The mid-term evaluation …
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