Interpretable Battery Cycle Life Range Prediction Using Early Degradation Data at Cell Level. (arXiv:2204.12420v1 [eess.SY])

Battery cycle life prediction using early degradation data has many potential
applications throughout the battery product life cycle. Various data-driven
methods have been proposed for point prediction of battery cycle life with
minimum knowledge of the battery degradation mechanisms. However, management of
batteries at end-of-life with lower economic and technical risk requires
prediction of cycle life with quantified uncertainty, which is still lacking.
The interpretability (i.e., the reason for high prediction accuracy) of these
advanced data-driven methods is also worthy …

arxiv battery data life prediction