Uncertainty Quantification on Kuramoto-Sivashinsky (KS) equation 100 instances (test)
0.121CRPS (λ_s)EnKI w/ EMBED & EMULATE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EnKI w/ EMBED & EMULATETraining data generation (min)=9.0, Training time (min)=34.0, 100 testing runs (min)=1.0, Total time=44.0 (0.74 h)2022.11 | 0.121 | 0.101 | 0.114 | |
| h_theta w/ EMBED & EMULATETraining data generation (min)=9.0, Training time (min)=34.0, 100 testing runs (min)=0.5, Total time=43.5 (0.73 h)2022.11 | 0.148 | 0.149 | 0.125 | |
| Supervised regressionTraining data generation (min)=9.0, Training time (min)=28.0, 100 testing runs (min)=0.5, Total time=39.5 (0.62 h)2022.11 | 0.149 | 0.124 | 0.15 | |
| NPE-CTraining data generation (min)=9.0, Training time (min)=31.0, 100 testing runs (min)=1.0, Total time=40.0 (0.66 h)2022.11 | 0.175 | 0.217 | 0.131 | |
| EnKI w/o LearningTraining data generation (min)=0.0, Training time (min)=0.0, 100 testing runs (min)=3,600.0, Total time=3,600.0 (60h)2022.11 | 1.14 | 1.5 | 1.47 |