R
Ruihua Liu
Publications - 3
Citations - 371
Ruihua Liu is an academic researcher. The author has contributed to research in topics: Condition monitoring & Artificial neural network. The author has an hindex of 3, co-authored 3 publications receiving 247 citations.
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Journal ArticleDOI
Wind Turbine Gearbox Failure Identification With Deep Neural Networks
TL;DR: The feasibility of monitoring the health of wind turbine (WT) gearboxes based on the lubricant pressure data in the supervisory control and data acquisition system is investigated and a deep neural network (DNN)-based framework is developed to monitor conditions of WT gearboxes and identify their impending failures.
Journal ArticleDOI
Wind Turbine Blade Breakage Monitoring With Deep Autoencoders
TL;DR: The computational results prove the capability of the proposed monitoring approach in identifying impending blade breakages and validated by blade breakage cases collected from wind farms located in China.
Proceedings ArticleDOI
Wind turbine gearbox failure monitoring based on SCADA data analysis
TL;DR: The capacity of the monitoring model for detecting the abnormal behavior of gearbox is validated by two gearbox failure cases and a deep neural network (DNN) is trained with the data of normal gearboxes to predict its performance.