Open access
2026
FedU: Uniform Aggregation for Federated CNN-Based Downlink Throughput Prediction in Urban Area Cellular Networks
This study proposes the FedU method, which applies uniform aggregation weights to all clients and uses the total number of active clients as a coefficient weight and achieves better CNN model performance than the three baseline aggregation methods across the evaluation metrics of loss, MAE, and $R^{2}$ .
K. Nugroho, .. Hendrawan, .. Iskandar
· IEEE Access · 0 citations