SOH Estimation Method for Lithium-Ion Batteries Using Partial Discharge Curves Based on CGKAN

SOH Estimation Method for Lithium-Ion Batteries Using Partial Discharge Curves Based on CGKAN

Accurate estimation of the state of health (SOH) of lithium-ion batteries is essential to ensure the safe and stable operation of equipment such as electric vehicles. To address the limitations in the accuracy and robustness of existing methods under complex operating conditions, a CNN-BiGRU-KAN (CG...

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Bibliographic Details
Main Authors: Shengfeng He, Wenhu Qin, Zhonghua Yun, Chao Wu, Chongbin Sun
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Batteries
Subjects:
state of health
random forest
BiGRU
KAN
CGKAN
Online Access:https://www.mdpi.com/2313-0105/11/5/167
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