Table 5.
Performance analysis of the asynchronous FedLSTM.
Num of Epoch | Evaluation Metrics | Dataset | |||
---|---|---|---|---|---|
FD001 | FD002 | FD003 | FD004 | ||
1 | RMSE | 16.14 | 22.11 | 14.68 | 29.5 |
SF | 174 | 2877 | 1452 | 492 | |
2 | RMSE | 16.01 | 21.15 | 11.8 | 26.4 |
SF | 2097 | 2039 | 2769 | 3167 | |
3 | RMSE | 15.81 | 21.16 | 11.87 | 26.1 |
SF | 410 | 1852 | 2796 | 2535 | |
4 | RMSE | 15.36 | 22.29 | 11.85 | 27.1 |
SF | 1147 | 1473 | 5026 | 2650 |