A Voltage Sensor Fault Diagnosis Method Based on Long Short-Term Memory Neural Networks for Battery Energy Storage System

2021 IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia)(2021)

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摘要
The safety of energy storage systems with lithium-ion batteries as the main energy storage component is a current research hotspot. Various battery system fault diagnosis strategies are based on the assumptions of accurate sensor data collection, and there are few studies on fault diagnosis of battery system data collection sensors, especially for voltage sensors. By using deep learning technology...
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关键词
Fault diagnosis,Training,Deep learning,Recurrent neural networks,Time series analysis,Voltage,Data collection
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