Published in Journal of Energy Storage, 2025
This paper presents an edge-compatible SOH estimation method using hybrid knowledge distillation and model compression techniques.
Published in Energy, 2025
This paper proposes a Physics-Informed Neural Network approach for battery State of Health prediction in data-scarce environments.
Published in 2025 IEEE Global Reliability & PHM Conference (PHM-Xi'an), 2025
This paper develops a hybrid compression method for accurate End of Life prediction on edge Battery Management Systems.
Published in 2025 IEEE Global Reliability & PHM Conference (PHM-Xi'an), 2025
This paper proposes a robust SOH prediction method using ProbSparse Informer architecture for lithium-ion batteries.