Physics-informed neural networks combined with SVR for battery health and charge state diagnostics

Abstract Precise determination of battery state of charge (SoC) and state of health (SoH) is a key factor in providing safe, reliable, and long-term performance of lithium-ion batteries in electric vehicles and energy storage devices. However, nonlinear electrochemical behaviour, sensor noise, volta...

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Bibliographic Details

Published in:	Discover Applied Sciences
Main Authors:	K. Sireesha, K. Deepa, J. Ram Prabhakar, Krishna Koushik Mikkilineni, Mohan Lal Kolhe
Format:	Article
Language:	English
Published:	Springer 2026-03-01
Subjects:	State of charge State of health Clean energy Electric vehicles Machine learning Li-ion batteries and neural networks
Online Access:	https://doi.org/10.1007/s42452-026-08567-4