Parameter Estimation on Engine Gas Flow Dynamics Clean online normalized scale 0-1 (test)
1.0312A_egrmaxfew-shot transfer learning scheme
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| few-shot transfer learning schemeDuration (min)=1 ~ 2, Data Condition=Clean, Data Points=3012024.12 | 1.0312 | 1.0043 | 0.9958 | 1.0084 | |
| multi-stage transfer learning schemeDURATION (MIN)=0 ∼ 1, Data points per known variables=1512024.12 | 1.009 | 1.022 | 1.004 | 1.003 | |
| multi-stage transfer learning schemeDURATION (MIN)=3 ∼ 4, Data points per known variables=1512024.12 | 1.007 | 1.019 | 1.003 | 0.992 | |
| few-shot transfer learning schemeDuration (min)=3 ~ 4, Data Condition=Clean, Data Points=3012024.12 | 1.0057 | 1.019 | 0.9688 | 0.9532 | |
| multi-stage transfer learning schemeDURATION (MIN)=0 ∼ 1, Data points per known variables=3012024.12 | 1.004 | 1.024 | 1.007 | 1.005 | |
| multi-stage transfer learning schemeDURATION (MIN)=3 ∼ 4, Data points per known variables=3012024.12 | 1.004 | 1.019 | 1.003 | 0.992 | |
| few-shot transfer learning schemeDuration (min)=0 ~ 1, Data Condition=Clean, Data Points=3012024.12 | 1.0038 | 1.0198 | 0.9922 | 0.9599 | |
| multi-stage transfer learning schemeDURATION (MIN)=1 ∼ 2, Data points per known variables=3012024.12 | 0.971 | 1.012 | 1 | 0.98 | |
| multi-stage transfer learning schemeDURATION (MIN)=2 ∼ 3, Data points per known variables=3012024.12 | 0.964 | 0.992 | 1.008 | 1.007 | |
| few-shot transfer learning schemeDuration (min)=2 ~ 3, Data Condition=Clean, Data Points=3012024.12 | 0.9551 | 0.9922 | 0.9385 | 0.8205 | |
| multi-stage transfer learning schemeDURATION (MIN)=2 ∼ 3, Data points per known variables=1512024.12 | 0.955 | 0.991 | 1.012 | 1.013 | |
| multi-stage transfer learning schemeDURATION (MIN)=4 ∼ 5, Data points per known variables=1512024.12 | 0.944 | 0.999 | 1.001 | 0.988 | |
| few-shot transfer learning schemeDuration (min)=4 ~ 5, Data Condition=Clean, Data Points=3012024.12 | 0.9385 | 1.0024 | 0.9893 | 0.9646 | |
| multi-stage transfer learning schemeDURATION (MIN)=1 ∼ 2, Data points per known variables=1512024.12 | 0.922 | 1.0185 | 0.977 | 0.85 | |
| multi-stage transfer learning schemeDURATION (MIN)=4 ∼ 5, Data points per known variables=3012024.12 | 0.9 | 1.006 | 0.998 | 0.984 |