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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.LG2025
PAF-Net: Phase-Aligned Frequency Decoupling Network for Multi-Process Manufacturing Quality Prediction
Yang Luo, Haoyang Luan, Haoyun Pan +3
Accurate quality prediction in multi-process manufacturing is critical for industrial efficiency but hindered by three core challenges: time-lagged process interactions, overlappin…