3 papers
cs.AI2026
VBFDD-Agent for Electric Vehicle Battery Fault Detection and Diagnosis: Descriptive Text Modeling of Battery Digital Signals
Joey Chan, Zhen Chen, Ershun Pan
With the rapid proliferation of electric vehicles, the safety and reliability of lithium-ion batteries have become critical concerns. Effective anomaly detection is essential for e…
cs.LG2025
Universal Battery Degradation Forecasting Driven by Foundation Model Across Diverse Chemistries and Conditions
Joey Chan, Huan Wang, Haoyu Pan +6
Accurate forecasting of battery capacity fade is essential for the safety, reliability, and long-term efficiency of energy storage systems. However, the strong heterogeneity across…
cs.AI2025
Foundation Models Knowledge Distillation For Battery Capacity Degradation Forecast
Joey Chan, Zhen Chen, Ershun Pan
Accurate forecasting of lithium-ion battery capacity degradation is critical for reliable and safe operation, yet remains challenging under distribution shifts across scales and op…