Table 3 Convergence results of different optimization algorithms based on FD002.
Algorithms | R2 | RMSE | SMAPE | Time (h) |
|---|---|---|---|---|
ISCSO-GraphSAGE-GRU | 0.9910 | 5.7436 | 0.0368 | 28.94 |
SCSO-GraphSAGE-GRU | 0.9857 | 7.2572 | 0.0432 | 30.47 |
SSA-GraphSAGE-GRU | 0.9791 | 8.7694 | 0.0595 | 33.28 |
WOA-GraphSAGE-GRU | 0.9804 | 8.4923 | 0.0608 | 34.53 |
ASO-GraphSAGE-GRU | 0.9906 | 5.8799 | 0.0417 | 30.66 |
EOCSGWO-GraphSAGE-GRU | 09771 | 9.1942 | 0.06881 | 32.15 |
ADSOOA -GraphSAGE-GRU | 0.9886 | 6.4623 | 0.04779 | 28.76 |
