Parameter Identification on Engine dynamics noisy data (301 points per 60 sec segment)
1.0255A_egrmaxfew-shot transfer learning scheme
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| few-shot transfer learning schemeDuration (min)=1 ~ 2, Noise level=pem=3%, pim=3%, wt=1%, Wegr=5%, Tem=3%, Data Points=3012024.12 | 1.0255 | 0.9992 | 0.9888 | 0.9445 | |
| few-shot transfer learning schemeDuration (min)=3 ~ 4, Noise level=pem=3%, pim=3%, wt=1%, Wegr=5%, Tem=3%, Data Points=3012024.12 | 0.9972 | 1.0139 | 0.9554 | 0.9114 | |
| few-shot transfer learning schemeDuration (min)=0 ~ 1, Noise level=pem=3%, pim=3%, wt=1%, Wegr=5%, Tem=3%, Data Points=3012024.12 | 0.9699 | 1.019 | 0.9913 | 0.9568 | |
| few-shot transfer learning schemeDuration (min)=4 ~ 5, Noise level=pem=3%, pim=3%, wt=1%, Wegr=5%, Tem=3%, Data Points=3012024.12 | 0.9525 | 0.9942 | 0.9849 | 0.9519 | |
| few-shot transfer learning schemeDuration (min)=2 ~ 3, Noise level=pem=3%, pim=3%, wt=1%, Wegr=5%, Tem=3%, Data Points=3012024.12 | 0.58 | 0.952 | 0.9524 | 0.9087 |