Wind Turbine Gearbox Condition Monitoring Using Hybrid Attentions and Spatio-Temporal BiConvLSTM Network

Wind Turbine Gearbox Condition Monitoring Using Hybrid Attentions and Spatio-Temporal BiConvLSTM Network

Gearbox fault deterioration can significantly impact the safety, reliability, and efficiency of wind turbines, resulting in substantial economic losses for wind farms. However, current condition monitoring methods face challenges in effectively mining the hidden spatio-temporal features within SCADA...

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Bibliographic Details
Main Authors: Junshuai Yan, Yongqian Liu, Xiaoying Ren, Li Li
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Energies
Subjects:
wind turbine gearbox
condition monitoring
attention mechanism
convolutional long short-term memory network
adaptive threshold
Online Access:https://www.mdpi.com/1996-1073/16/19/6786

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https://www.mdpi.com/1996-1073/16/19/6786

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