Long Short-Term Memory With Attention Mechanism for State of Charge Estimation of Lithium-Ion Batteries

Evaluating the state-of-charge of the battery's current cycle is one of the major tasks in the charge management of rechargeable batteries. We propose a long short-term memory model with an attention mechanism to estimate the charging status of two lithium-ion batteries. Data from three dynamic...

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Bibliographic Details
Main Authors: Tadele Mamo, Fu-Kwun Wang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9096356/