Capacity Forecasting of Lithium-Ion Batteries Using Empirical Models: Toward Efficient SOH Estimation with Limited Cycle Data

Capacity Forecasting of Lithium-Ion Batteries Using Empirical Models: Toward Efficient SOH Estimation with Limited Cycle Data

Accurate prediction of lithium-ion battery capacity degradation is crucial for reliable state-of-health estimation and long-term performance assessment in battery management systems. This study presents an empirical modeling approach based on experimental data collected from four lithium iron phosph...

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Bibliographic Details
Main Authors: Kanchana Sivalertporn, Piyawong Poopanya, Teeraphon Phophongviwat
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Energies
Subjects:
lithium-ion batteries
state of health estimation
nonlinear degradation
empirical model
prediction accuracy
Online Access:https://www.mdpi.com/1996-1073/18/14/3828
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