Ze-Chen Ding

An efficient federated learning method based on the proportional-integral-derivative mechanism for embedded devices

An efficient federated learning method based on the PID mechanism (FL-PID) to adaptively adjust clients’ local training rounds and aggregation weights, which effectively solves the client data and computational heterogeneity problems in FL.