Equilibrium State Estimation on Synthetic Data Horizon=1, Input Length=20
0.04Computational Cost (5 systems, mins)ARIMA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ARIMAESE Integration=No ESE2026.06 | 0.04 | 0.09 | 0.17 | |
| ESE2026.06 | 0.2 | 0.23 | 0.29 | |
| ARIMAESE Integration=With ESE2026.06 | 0.21 | 0.24 | 0.3 | |
| InformerESE Integration=With ESE2026.06 | 0.37 | 0.4 | 0.46 | |
| PatchTSTESE Integration=With ESE2026.06 | 0.38 | 0.41 | 0.48 | |
| LSTMESE Integration=With ESE2026.06 | 0.44 | 0.48 | 0.53 | |
| DlinearESE Integration=With ESE2026.06 | 0.47 | 0.52 | 0.58 | |
| DeepARESE Integration=With ESE2026.06 | 0.51 | 0.53 | 0.52 | |
| InformerESE Integration=No ESE2026.06 | 0.86 | 1.69 | 3.4 | |
| PatchTSTESE Integration=No ESE2026.06 | 0.9 | 1.84 | 3.7 | |
| DeepARESE Integration=No ESE2026.06 | 1.1 | 2.29 | 4.53 | |
| LSTMESE Integration=No ESE2026.06 | 1.22 | 2.47 | 4.69 | |
| DlinearESE Integration=No ESE2026.06 | 1.39 | 2.93 | 5.8 |