Equilibrium State Estimation on Synthetic data
0.04Cost (5 Systems, mins)ARIMA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ARIMAESE Integration=No ESE, Input Length=10, Horizon=22026.06 | 0.04 | 0.09 | 0.18 | |
| ARIMAESE Integration=No ESE, Input Length=20, Horizon=22026.06 | 0.04 | 0.09 | 0.17 | |
| ARIMAESE Integration=No ESE, Input Length=50, Horizon=22026.06 | 0.04 | 0.08 | 0.17 | |
| ESEInput Length=10, Horizon=22026.06 | 0.18 | 0.25 | 0.28 | |
| ESEInput Length=50, Horizon=22026.06 | 0.19 | 0.24 | 0.31 | |
| ARIMAESE Integration=With ESE, Input Length=10, Horizon=22026.06 | 0.19 | 0.26 | 0.29 | |
| ESEInput Length=20, Horizon=22026.06 | 0.2 | 0.24 | 0.28 | |
| ARIMAESE Integration=With ESE, Input Length=50, Horizon=22026.06 | 0.2 | 0.25 | 0.32 | |
| ARIMAESE Integration=With ESE, Input Length=20, Horizon=22026.06 | 0.21 | 0.25 | 0.29 | |
| InformerESE Integration=With ESE, Input Length=10, Horizon=22026.06 | 0.36 | 0.43 | 0.44 | |
| InformerESE Integration=With ESE, Input Length=50, Horizon=22026.06 | 0.36 | 0.41 | 0.48 | |
| PatchTSTESE Integration=With ESE, Input Length=10, Horizon=22026.06 | 0.37 | 0.43 | 0.46 | |
| InformerESE Integration=With ESE, Input Length=20, Horizon=22026.06 | 0.38 | 0.42 | 0.46 | |
| PatchTSTESE Integration=With ESE, Input Length=50, Horizon=22026.06 | 0.38 | 0.43 | 0.49 | |
| PatchTSTESE Integration=With ESE, Input Length=20, Horizon=22026.06 | 0.39 | 0.43 | 0.46 | |
| DeepARESE Integration=With ESE, Input Length=10, Horizon=22026.06 | 0.41 | 0.48 | 0.51 | |
| DeepARESE Integration=With ESE, Input Length=20, Horizon=22026.06 | 0.42 | 0.48 | 0.52 | |
| DeepARESE Integration=With ESE, Input Length=50, Horizon=22026.06 | 0.42 | 0.47 | 0.53 | |
| LSTMESE Integration=With ESE, Input Length=10, Horizon=22026.06 | 0.43 | 0.5 | 0.51 | |
| LSTMESE Integration=With ESE, Input Length=50, Horizon=22026.06 | 0.43 | 0.48 | 0.56 | |
| LSTMESE Integration=With ESE, Input Length=20, Horizon=22026.06 | 0.46 | 0.48 | 0.54 | |
| DlinearESE Integration=With ESE, Input Length=50, Horizon=22026.06 | 0.46 | 0.52 | 0.6 | |
| DlinearESE Integration=With ESE, Input Length=10, Horizon=22026.06 | 0.47 | 0.54 | 0.57 | |
| DlinearESE Integration=With ESE, Input Length=20, Horizon=22026.06 | 0.5 | 0.53 | 0.58 | |
| InformerESE Integration=No ESE, Input Length=50, Horizon=22026.06 | 0.84 | 1.68 | 3.49 | |
| InformerESE Integration=No ESE, Input Length=10, Horizon=22026.06 | 0.88 | 1.8 | 3.31 | |
| InformerESE Integration=No ESE, Input Length=20, Horizon=22026.06 | 0.9 | 1.76 | 3.51 | |
| PatchTSTESE Integration=No ESE, Input Length=20, Horizon=22026.06 | 0.95 | 1.91 | 3.59 | |
| PatchTSTESE Integration=No ESE, Input Length=10, Horizon=22026.06 | 0.97 | 1.82 | 3.67 | |
| PatchTSTESE Integration=No ESE, Input Length=50, Horizon=22026.06 | 0.97 | 1.96 | 3.63 | |
| DeepARESE Integration=No ESE, Input Length=20, Horizon=22026.06 | 1.11 | 2.41 | 4.79 | |
| DeepARESE Integration=No ESE, Input Length=10, Horizon=22026.06 | 1.14 | 2.31 | 4.68 | |
| DeepARESE Integration=No ESE, Input Length=50, Horizon=22026.06 | 1.15 | 2.29 | 4.41 | |
| LSTMESE Integration=No ESE, Input Length=50, Horizon=22026.06 | 1.21 | 2.47 | 4.89 | |
| LSTMESE Integration=No ESE, Input Length=10, Horizon=22026.06 | 1.27 | 2.5 | 4.76 | |
| LSTMESE Integration=No ESE, Input Length=20, Horizon=22026.06 | 1.28 | 2.37 | 5.1 | |
| DlinearESE Integration=No ESE, Input Length=50, Horizon=22026.06 | 1.36 | 2.82 | 5.71 | |
| DlinearESE Integration=No ESE, Input Length=10, Horizon=22026.06 | 1.47 | 2.92 | 5.89 | |
| DlinearESE Integration=No ESE, Input Length=20, Horizon=22026.06 | 1.48 | 2.9 | 5.92 |