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Joint State of Charge and State of Health Estimation Using Bidirectional LSTM and Bayesian Hyperparameter Optimization

In this study, a novel Machine learning-based method for the joint State of Charge and State of Health estimation of Lithium Batteries that tackle real-world applications and with Bayesian Hyperparameter optimization is proposed. The estimated State of Health is used as an input for State of Charge...

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Principais autores: Panagiotis Eleftheriadis, Spyridon Giazitzis, Julia Kowal, Sonia Leva, Emanuele Ogliari
Format: Artigo
Jezik:Inglês
Izdano: IEEE 2024-01-01
Serija:IEEE Access
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Online dostop:https://ieeexplore.ieee.org/document/10550193/
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