Research Article
A Power Load Forecasting Model Based on FA-CSSA-ELM
Table 3
Experiment II: compared with the evaluation function of the combinatorial competition model.
| Data | MSE | MAPE | RMSE | MAE |
| Monday | | | | | WOA-ELM | 0.82163 | 1.6683 | 13.9436 | 10.8239 | PSO-ELMAN | 1.5443 | 3.2796 | 26.2078 | 211148 | FA-CSSA-ELM | 0.77477 | 1.6099 | 13.8068 | 9.8266 | Tuesday | | | | | WOA-ELM | 0.9408 | 1.9509 | 15.9538 | 12.9269 | PSO-ELMAN | 1.7102 | 3.6173 | 29.0235 | 22.9117 | FA-CSSA-ELM | 0.8733 | 1.8208 | 15.4092 | 12.3912 | Wednesday | | | | | WOA-ELM | 1.1136 | 2.3014 | 18.9082 | 14.8435 | PSO-ELMAN | 1.7956 | 3.8768 | 30.4726 | 24.5816 | FA-CSSA-ELM | 1.061 | 2.2299 | 18.8049 | 14.6999 | Thursday | | | | | WOA-ELM | 1.1359 | 2.3608 | 19.2711 | 15.3207 | PSO-ELMAN | 1.8188 | 3.8585 | 30.8664 | 24.3114 | FA-CSSA-ELM | 1.118 | 2.3559 | 18.7718 | 15.6980 | Friday | | | | | WOA-ELM | 0.85777 | 1.8753 | 14.5568 | 11.8553 | PSO-ELMAN | 1.7447 | 3.9528 | 30.1052 | 24.7635 | FA-CSSA-ELM | 0.7942 | 1.8056 | 13.8266 | 11.7099 | Saturday | | | | | WOA-ELM | 1.43121 | 2.3145 | 19.5556 | 15.0731 | PSO-ELMAN | 1.732 | 3.619 | 39.3924 | 22.9106 | FA-CSSA-ELM | 1.0377 | 2.2249 | 18.4252 | 14.5872 | Sunday | | | | | WOA-ELM | 1.0807 | 2.2217 | 18.3403 | 14.09331 | PSO-ELMAN | 1.9889 | 4.3066 | 33.7536 | 27.6812 | FA-CSSA-ELM | 1.0326 | 2.1783 | 18.3226 | 14.0861 |
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