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A Hybrid Method for Lithium-Ion Batteries State-of-Charge Estimation Based on Gated Recurrent Unit Neural Network and an Adaptive Unscented Kalman Filter

Shuai Xu, Fei Zhou, Yuchen Liu

J. Electrochem. En. Conv. Stor. August 2022, 19(3): 031005.

Paper No: JEECS-21-1172

DOI: https://doi.org/10.1115/1.4053361

Published Online: February 4, 2022

... to deal with the problem, some advanced variant algorithms of RNN are proposed, such as nonlinear autoregressive with exogenous input (NARX) network [ 25 ], long short-term memory (LSTM) network [ 26 , 27 ], and gated recurrent unit (GRU) network [ 28 ]. Compared with loop-type structure of NARX, LSTM...

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Topics: Artificial neural networks, Batteries, Cycles, Errors, Kalman filters, Temperature, Lithium-ion batteries, Signals, Algorithms, Testing

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A Hybrid Method for Lithium-Ion Batteries State-of-Charge Estimation Based on Gated Recurrent Unit Neural Network and an Adaptive Unscented Kalman Filter

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A Hybrid Method for Lithium-Ion Batteries State-of-Charge Estimation Based on Gated Recurrent Unit Neural Network and an Adaptive Unscented Kalman Filter

Journals

Conference Proceedings

eBooks

Resources

Opportunities

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