Battery lifetime prediction using surface temperature features from early cycle data

Authors: Lawnardo Sugiarto, Zijie Huang, Yi-Chun Lu

Published: 2025-01-30

DOI: 10.1039/d4ee05179c

Source: Full article

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Abstract

Statistical temperature features from the first 10 cycles were used to develop machine learning models, showing competitive performance across various battery cathodes and operating conditions for early-cycle battery lifetime prognostics.