Domain knowledge-guided machine learning framework for state of health estimation in Lithium-ion batteries

Abstract Accurate estimation of battery state of health is crucial for effective electric vehicle battery management. Here, we propose five health indicators that can be extracted online from real-world electric vehicle operation and develop a machine learning-based method to estimate the battery st...

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Bibliographic Details
Main Authors: Andrea Lanubile, Pietro Bosoni, Gabriele Pozzato, Anirudh Allam, Matteo Acquarone, Simona Onori
Format: Article
Language:English
Published: Nature Portfolio 2024-11-01
Series:Communications Engineering
Online Access:https://doi.org/10.1038/s44172-024-00304-2
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