Battery Charge Curve Prediction via Feature Extraction and Supervised Machine Learning

Battery Charge Curve Prediction via Feature Extraction and Supervised Machine Learning

Abstract Real‐time onboard state monitoring and estimation of a battery over its lifetime is indispensable for the safe and durable operation of battery‐powered devices. In this study, a methodology to predict the entire constant‐current cycling curve with limited input information that can be colle...

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Bibliographic Details
Main Authors: Laisuo Su, Shuyan Zhang, Alan J. H. McGaughey, B. Reeja‐Jayan, Arumugam Manthiram
Format: Article
Language:English
Published: Wiley 2023-09-01
Series:Advanced Science
Subjects:
batteries
charge curves
feature extraction
prediction
machine learning
Online Access:https://doi.org/10.1002/advs.202301737

Internet

https://doi.org/10.1002/advs.202301737

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