State of Health Estimation of Li-Ion Battery via Incremental Capacity Analysis and Internal Resistance Identification Based on Kolmogorov–Arnold Networks

State of Health Estimation of Li-Ion Battery via Incremental Capacity Analysis and Internal Resistance Identification Based on Kolmogorov–Arnold Networks

An accurate estimation of the state of health (SOH) of Li-ion batteries is critical for the efficient and safe operation of battery-powered systems. Traditional methods for SOH estimation, such as Coulomb counting, often struggle with sensitivity to measurement noise and time-consuming tests. This s...

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Bibliographic Details
Main Authors: Jun Peng, Xuan Zhao, Jian Ma, Dean Meng, Shuhai Jia, Kai Zhang, Chenyan Gu, Wenhao Ding
Format: Article
Language:English
Published: MDPI AG 2024-09-01
Series:Batteries
Subjects:
SOH estimation
KAN
incremental capacity analysis
internal resistance
Li-ion battery
Online Access:https://www.mdpi.com/2313-0105/10/9/315
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