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Battery Capacity Knee-Onset Identification and Early Prediction Using Degradation Curvature
A curvature-based identification of a knee and its onset is proposed, which relies on the discovery of a distinctly fluctuating behavior in the transition between an initial and a final stable acceleration of the degradation.
Interpretable Battery Cycle Life Range Prediction Using Early Degradation Data at Cell Level
For that reason, various data-driven methods have been proposed for point prediction of battery cycle life with minimum knowledge of the battery degradation mechanisms.
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