Transfer Learning Techniques for the Lithium-Ion Battery State of Charge Estimation

Transfer Learning Techniques for the Lithium-Ion Battery State of Charge Estimation

State of Charge (SOC) estimation is vital for battery management systems (BMS), impacting battery efficiency and lifespan. Accurate SOC estimation is challenging due to battery complexity and limited data for training Machine Learning based models. Transfer learning (TL) leverages pre-trained models...

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Bibliographic Details
Main Authors: Panagiotis Eleftheriadis, Spyridon Giazitzis, Sonia Leva, Emanuele Ogliari
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Transfer learning
lithium-ion battery
machine learning
state of charge
Online Access:https://ieeexplore.ieee.org/document/10329349/

Internet

https://ieeexplore.ieee.org/document/10329349/

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