System Identification on MR-Damper
512.77RMSEDeep Ensemble
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Deep EnsembleBase Model=LSTM, Coverage level=90%2026.05 | 512.77 | 91.27 | 9.87 | 11 | |
| Deep EnsembleBase Model=LSTM, Coverage=95%2026.05 | 512.77 | 94.25 | 11.76 | 23 | |
| C-INNBase Model=LSTM-2, Coverage level=90%2026.05 | 617.4 | 89.79 | 12.59 | 21 | |
| C-INNBase Model=LSTM-2, Coverage=95%2026.05 | 617.4 | 95.77 | 17.32 | 21 | |
| J-INNBase Model=LSTM-2, Coverage level=90%2026.05 | 632.46 | 89.28 | 11.9 | 25 | |
| J-INNBase Model=LSTM-2, Coverage=95%2026.05 | 634.59 | 94.85 | 15.78 | 27 | |
| MC DropoutBase Model=LSTM, Coverage level=90%2026.05 | 676.46 | 95.75 | 21.06 | 21 | |
| MC DropoutBase Model=LSTM, Coverage=95%2026.05 | 676.46 | 97.44 | 25.09 | 25 | |
| C-INNBase Model=NODE-2, Coverage level=90%2026.05 | 686.86 | 90.73 | 15.7 | 22 | |
| C-INNBase Model=NODE-2, Coverage=95%2026.05 | 686.86 | 94.55 | 19.27 | 37 | |
| J-INNBase Model=NODE-2, Coverage level=90%2026.05 | 689.9 | 90.43 | 18.55 | 29 | |
| J-INNBase Model=NODE-2, Coverage=95%2026.05 | 692.71 | 95.02 | 23.35 | 40 | |
| Deep EnsembleBase Model=NODE, Coverage level=90%2026.05 | 702.72 | 94.57 | 16.22 | 16 | |
| Deep EnsembleBase Model=NODE, Coverage=95%2026.05 | 702.72 | 97.33 | 19.32 | 19 | |
| Bayesian NNBase Model=LSTM, Coverage level=90%2026.05 | 706.31 | 90.2 | 11.42 | 19 | |
| Bayesian NNBase Model=LSTM, Coverage=95%2026.05 | 706.31 | 93.42 | 13.61 | 34 | |
| MC DropoutBase Model=NODE, Coverage level=90%2026.05 | 810.6 | 93.46 | 18.29 | 21 | |
| MC DropoutBase Model=NODE, Coverage=95%2026.05 | 810.6 | 96.95 | 21.79 | 26 | |
| Bayesian NNBase Model=NODE, Coverage level=90%2026.05 | 1,355.3 | 94.63 | 32.74 | 33 | |
| Bayesian NNBase Model=NODE, Coverage=95%2026.05 | 1,355.3 | 98.15 | 39 | 39 |