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Keywords: bidirectional gated recurrent unit neural network
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Journal Articles

State of Charge Estimation of Lithium-Ion Battery Based on IDRSN and BiGRU

Jiahao Zhang, Jiadui Chen, Ling He, Dan Liu, Kai Yang, Qinghua Liu
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. August 2024, 21(3): 031001.
Paper No: JEECS-23-1029
https://doi.org/10.1115/1.4063173
Published Online: October 5, 2023
... applications. Therefore, this study proposes an improved lithium-ion battery SOC estimation method that combines deep residual shrinkage network (DRSN) and bidirectional gated recurrent unit (BiGRU) to enhance the SOC estimation accuracy. First, we insert the bidirectional gated recurrent unit neural network...
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Topics: Algorithms, Artificial neural networks, Batteries, Cycles, Electric vehicles, Errors, Lithium, Lithium-ion batteries, Network models, Shrinkage (Materials)