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Lithium-ion battery state-of-charge estimation based on a dual extended Kalman filter and BPNN correction

It is challenging for a battery management system to estimate the State-Of-Charge (SOC) of batteries. A novel model-based method, using a Dual Extended Kalman Filtering algorithm (DEKF) and Back Propagation Neural Network (BPNN), is proposed to estimate and correct lithium-ion batteries. The results...

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Autors principals: Likun Xing, Liuyi Ling, Xianyuan Wu
Format: Artigo
Idioma:Inglês
Publicat: Taylor & Francis Group 2022-12-01
Col·lecció:Connection Science
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Accés en línia:http://dx.doi.org/10.1080/09540091.2022.2118675
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