Equilibrium State Estimation on Synthetic Data Horizon=1, Input Length=10
0.04Computational Cost (5 Systems)ARIMA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ARIMAESE Integration=No ESE2026.06 | 0.04 | 0.09 | 0.17 | |
| ESE2026.06 | 0.19 | 0.24 | 0.27 | |
| ARIMAESE Integration=With ESE2026.06 | 0.2 | 0.25 | 0.28 | |
| InformerESE Integration=With ESE2026.06 | 0.37 | 0.41 | 0.45 | |
| PatchTSTESE Integration=With ESE2026.06 | 0.37 | 0.43 | 0.46 | |
| LSTMESE Integration=With ESE2026.06 | 0.44 | 0.47 | 0.52 | |
| DlinearESE Integration=With ESE2026.06 | 0.48 | 0.53 | 0.55 | |
| DeepARESE Integration=With ESE2026.06 | 0.61 | 0.51 | 0.57 | |
| InformerESE Integration=No ESE2026.06 | 0.9 | 1.71 | 3.44 | |
| PatchTSTESE Integration=No ESE2026.06 | 0.9 | 1.87 | 3.78 | |
| DeepARESE Integration=No ESE2026.06 | 1.17 | 2.35 | 4.54 | |
| LSTMESE Integration=No ESE2026.06 | 1.27 | 2.34 | 5 | |
| DlinearESE Integration=No ESE2026.06 | 1.47 | 2.93 | 5.53 |