Zheng-Qi Qin

Privacy-Preserving Federated Learning for State-of-Health Prediction of Lithium-Ion Batteries With Randomized Quantization-Enabled Data Augmentation

Lithium-ion batteries are extensively used in electric vehicles as efficient energy storage systems, making accurate prediction of their state of health (SOH) crucial. In practice, accurate SOH prediction requires large amounts of battery data for model training. However, individual battery users often lack sufficient...