3 papers
cs.LG2026
Physics-Guided Masked Multi-Task Network for Edge-Friendly Battery Health Diagnostics from Sto-chastically Fragmented Charging Profiles
Shuhao Chen, Tianyu Shi, Chengyi Tu
The deployment of reliable lithium-ion battery management systems is crucial for accelerating electrification, yet the joint prognosis of State of Health (SOH) and Remaining Useful…
cs.LG2026
Dynamic Loss Balancing for Joint SOH and RUL Prediction of Lithium-Ion Batteries via a Rotary SOH-Injected Prior Battery Transformer
Shuhao Chen, Tianyu Shi, Yiwen Huang +1
The deployment of reliable lithium-ion battery management systems is crucial for accelerating electrification, yet the joint prognosis of State of Health (SOH) and Remaining Useful…
math.DS2023
Dimensionality reduction of networked systems with separable coupling-dynamics: theory and applications
Chengyi Tu, Ying Fan, Tianyu Shi
Complex dynamical systems are prevalent in various domains, but their analysis and prediction are hindered by their high dimensionality and nonlinearity. Dimensionality reduction t…