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Battery usage-agnostic multi-task diagnostics using contrastive learning and knowledge-guided voltage relaxation

delete2026-04-16
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PRE
AI
J
Jihun Jeon
H
Hojin Cheon
M
Minsoo Kim
H
Hyungseok Seo
H
Hongseok Kim *
DOI:10.1016/j.est.2026.121961delete
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Abstract

Abstract

En 中文
• Knowledge-guided ECM extracts interpretable features from relaxation. • Contrastive multi-task framework model predicts capacity, SOH, and cathode. • Enable early battery diagnostics using only relaxation voltage.
Keywords:
ECM
contrastive learning
battery diagnostics
voltage relaxation
multi-task framework

Journal

Journal of Energy Storage cover
Journal of Energy Storage
IF:
9.8
Papers:
2.2W
Citations:
10.1W

Organization

H
hanbat national university
Scholars:
135
Papers: 73
Citations: 0
S
sogang university
Scholars:
245
Papers: 130
Citations: 0