Open access
Oct 2026
An Adaptive Machine Learning Framework for Early Lithium-Ion Battery Lifetime Prediction Under Heterogeneous Operating Conditions
This study presents PAGER-Life, an adaptive hybrid framework for the early prediction of lithium-ion battery service life under heterogeneous operating conditions. The system integrates physically interpretable degradation features and standardized charge–discharge curves using linear regression, decision tree-based mo...
A. Yessirkepova, Talgat Azykanov, Kuanysh Kadirkulov et al.
· Technologies · 0 citations