Application of Machine Learning in Battery: State of Charge Estimation Using Feed Forward Neural Network for Sodium-Ion Battery

Estimating the accurate State of Charge (SOC) of a battery is important to avoid the over/undercharging and protect the battery pack from low cycle life. Current methods of SOC estimation use complex equations in the Extended Kalman Filter (EKF) and the equivalent circuit model. In this paper, we us...

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Bibliographic Details
Main Authors: Devendrasinh Darbar, Indranil Bhattacharya
Format: Article
Language:English
Published: MDPI AG 2022-01-01
Series:Electrochem
Subjects:
Online Access:https://www.mdpi.com/2673-3293/3/1/3