Energy Demand Forecasting on AEP
0.024RMSEREDf
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| REDfArchitecture=LSTM, Units=200, Optimizer=Adam, Learning rate=0.0012023.04 | 0.024 | 0.983 | 0.015 | |
| MorphStrataAttack=BIM, epsilon=0.12026.06 | 0.0781 | — | — | |
| MorphStrataAttack=BIM, epsilon=0.22026.06 | 0.0782 | — | — | |
| MorphStrataAttack=BIM, epsilon=0.32026.06 | 0.0783 | — | — | |
| MorphStrataAttack=PGD, epsilon=0.12026.06 | 0.0784 | — | — | |
| VanillaAttack=BIM, epsilon=0.12026.06 | 0.0784 | — | — | |
| VanillaAttack=BIM, epsilon=0.22026.06 | 0.0785 | — | — | |
| MorphStrataAttack=PGD, epsilon=0.22026.06 | 0.0785 | — | — | |
| MorphStrataAttack=BIM, epsilon=0.52026.06 | 0.0786 | — | — | |
| VanillaAttack=BIM, epsilon=0.32026.06 | 0.0786 | — | — | |
| MorphStrataAttack=PGD, epsilon=0.32026.06 | 0.0787 | — | — | |
| VanillaAttack=BIM, epsilon=0.52026.06 | 0.0788 | — | — | |
| MorphStrataAttack=PGD, epsilon=0.52026.06 | 0.0789 | — | — | |
| VanillaAttack=PGD, epsilon=0.12026.06 | 0.0791 | — | — | |
| VanillaAttack=PGD, epsilon=0.22026.06 | 0.0797 | — | — | |
| VanillaAttack=PGD, epsilon=0.32026.06 | 0.0804 | — | — | |
| MorphStrataAttack=FGSM, epsilon=0.32026.06 | 0.0809 | — | — | |
| MorphStrataAttack=FGSM, epsilon=0.12026.06 | 0.0809 | — | — | |
| MorphStrataAttack=FGSM, epsilon=0.22026.06 | 0.081 | — | — | |
| MorphStrataAttack=FGSM, epsilon=0.52026.06 | 0.081 | — | — | |
| VanillaAttack=PGD, epsilon=0.52026.06 | 0.0827 | — | — | |
| VanillaAttack=FGSM, epsilon=0.22026.06 | 0.0838 | — | — | |
| VanillaAttack=FGSM, epsilon=0.12026.06 | 0.0839 | — | — | |
| VanillaAttack=FGSM, epsilon=0.32026.06 | 0.0841 | — | — | |
| VanillaAttack=FGSM, epsilon=0.52026.06 | 0.0844 | — | — | |
| BaseAttack=FGSM, epsilon=0.12026.06 | 0.104 | — | — | |
| BaseAttack=FGSM, epsilon=0.22026.06 | 0.1043 | — | — | |
| BaseAttack=FGSM, epsilon=0.32026.06 | 0.1049 | — | — | |
| BaseAttack=FGSM, epsilon=0.52026.06 | 0.1067 | — | — | |
| BaseAttack=BIM, epsilon=0.12026.06 | 0.3055 | — | — | |
| BaseAttack=PGD, epsilon=0.12026.06 | 0.3055 | — | — | |
| BaseAttack=BIM, epsilon=0.22026.06 | 1.0391 | — | — | |
| BaseAttack=PGD, epsilon=0.22026.06 | 1.0391 | — | — | |
| BaseAttack=BIM, epsilon=0.32026.06 | 2.058 | — | — | |
| BaseAttack=PGD, epsilon=0.32026.06 | 2.0581 | — | — | |
| BaseAttack=PGD, epsilon=0.52026.06 | 3.8645 | — | — | |
| BaseAttack=BIM, epsilon=0.52026.06 | 3.8646 | — | — | |
| SVR2023.04 | 346.603 | 0.982 | 159.269 | |
| RFR2023.04 | 2,412.619 | 0.133 | 1,926.917 | |
| Prophet2023.04 | 2,522.092 | 0.052 | 2,018.417 |