Correlation Analysis Between Simulated Heat Generation and Battery Degradation Under Fast Charging

This paper explores the relationship between battery degradation and thermal behavior under fast-charging protocols using a second-order electro-thermal equivalent circuit model (ECM). By simulating 66 charging profiles, we extract heat generation features and analyze the correlation with end-oflife. Results show strong negative correlations between cumulative heat and lifespan. Nonlinear metrics such as mutual information and distance correlation confirm these dependencies. The findings support the use of heat generation as an early predictor of degradation, enabling future health-aware charging strategies.

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Publication Details

Published
2025-10-27
DOI
https://doi.org/10.1109/icrera66237.2025.11284092
Primary Topic
Advanced Battery Technologies Research
Type
article
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article

Correlation Analysis Between Simulated Heat Generation and Battery Degradation Under Fast Charging

Xuelu Wang, Toufik Azib, Jianwen Meng, Khelil Sidi-Brahim
Advanced Battery Technologies Research
article

Correlation Analysis Between Simulated Heat Generation and Battery Degradation Under Fast Charging

Xuelu Wang, Toufik Azib, Jianwen Meng, Khelil Sidi-Brahim
article en

Abstract

This paper explores the relationship between battery degradation and thermal behavior under fast-charging protocols using a second-order electro-thermal equivalent circuit model (ECM). By simulating 66 charging profiles, we extract heat generation features and analyze the correlation with end-oflife. Results show strong negative correlations between cumulative heat and lifespan. Nonlinear metrics such as mutual information and distance correlation confirm these dependencies. The findings support the use of heat generation as an early predictor of degradation, enabling future health-aware charging strategies.

Xerox (France) (FR)
Openalex Percentile: Top 56%
Advanced Battery Technologies Research
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