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Uncertainty Quantification on Kuramoto-Sivashinsky (KS) equation 100 instances (test)

0.121CRPS (λ_s)EnKI w/ EMBED & EMULATE
0.080240.355370.63050.90563Nov 3, 2022
Updated 8mo ago

Evaluation results

MethodLinks
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)2022.110.1210.1010.114
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)2022.110.1480.1490.125
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)2022.110.1490.1240.15
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)2022.110.1750.2170.131
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)2022.111.141.51.47