AINeutralarXiv – CS AI · 15h ago6/10
🧠
BatteryMFormer: Multi-level Learning for Battery Degradation Trajectory Forecasting
Researchers introduce BatteryMFormer, a multi-level Transformer model designed to predict battery degradation trajectories early in their operational lifecycle. The model addresses key challenges in battery forecasting by capturing aging-condition-specific patterns, trajectory prototypes, and localized voltage-current variations across different state-of-charge intervals.