xi -> u mapping on Stochastic Korteweg-De Vries (KdV) N=1000, T=0.5 (test)
0.004Relative L2 ErrorNSPDE
Evaluation Results
| Method | Links | |
|---|---|---|
| NSPDETraining samples (N)=1000, Time horizon (T)=0.52021.10 | 0.004 | |
| FNOTraining samples (N)=1000, Time horizon (T)=0.52021.10 | 0.079 | |
| NCDE-FNOTraining samples (N)=1000, Time horizon (T)=0.52021.10 | 0.126 | |
| DeepONetTraining samples (N)=1000, Time horizon (T)=0.52021.10 | 0.235 | |
| NCDETraining samples (N)=1000, Time horizon (T)=0.52021.10 | 0.464 | |
| NRDETraining samples (N)=1000, Time horizon (T)=0.52021.10 | 0.497 |