Rollout Prediction on Swift-Hohenberg 3D (test)
0.0554Rel. L2 Error @ t=50HAMNO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HAMNONtrain=200, λ=0.25, Tag=Hybrid, Train (s)=1408.64, Infer (s)=1.87502026.06 | 0.0554 | 0.0496 | |
| HAMNONtrain=50, λ=1.0, Tag=Pure Phys., Train (s)=455.62, Infer (s)=1.89542026.06 | 0.0795 | 0.0877 | |
| HAMNONtrain=200, λ=1.0, Tag=Pure Phys., Train (s)=459.24, Infer (s)=1.89822026.06 | 0.0795 | 0.0877 | |
| HAMNONtrain=50, λ=0.25, Tag=Hybrid, Train (s)=456.24, Infer (s)=1.87902026.06 | 0.0906 | 0.0927 | |
| HAMNONtrain=200, λ=0, Tag=Pure Data, Train (s)=451.69, Infer (s)=1.85632026.06 | 0.1433 | 0.1914 | |
| HAMNONtrain=50, λ=0, Tag=Pure Data, Train (s)=146.58, Infer (s)=1.85362026.06 | 0.2188 | 0.2863 | |
| FNONtrain=200, λ=0, Tag=Pure Data, Train (s)=355.43, Infer (s)=0.62222026.06 | 0.4829 | 0.709 | |
| F-FNONtrain=50, λ=0, Tag=Pure Data, Train (s)=186.35, Infer (s)=1.50082026.06 | 0.4878 | 0.8096 | |
| FNONtrain=50, λ=0.25, Tag=Hybrid, Train (s)=203.20, Infer (s)=0.43242026.06 | 0.5324 | 0.6547 | |
| FNONtrain=50, λ=1.0, Tag=Pure Phys., Train (s)=454.02, Infer (s)=0.79032026.06 | 0.57 | 0.6621 | |
| FNONtrain=200, λ=1.0, Tag=Pure Phys., Train (s)=230.02, Infer (s)=0.50352026.06 | 0.57 | 0.6621 | |
| F-FNONtrain=200, λ=0, Tag=Pure Data, Train (s)=1078.33, Infer (s)=1.61612026.06 | 0.6178 | 2.0403 | |
| FNONtrain=50, λ=0, Tag=Pure Data, Train (s)=94.77, Infer (s)=0.54402026.06 | 0.6261 | 0.8744 | |
| F-FNONtrain=50, λ=1.0, Tag=Pure Phys., Train (s)=592.77, Infer (s)=1.54412026.06 | 0.9951 | 2.1998 | |
| F-FNONtrain=200, λ=1.0, Tag=Pure Phys., Train (s)=588.50, Infer (s)=1.57672026.06 | 0.9951 | 2.1998 | |
| F-FNONtrain=50, λ=0.25, Tag=Hybrid, Train (s)=557.56, Infer (s)=1.54062026.06 | 1.0416 | 1.8032 | |
| FNONtrain=200, λ=0.25, Tag=Hybrid, Train (s)=645.68, Infer (s)=0.44702026.06 | 1.1206 | 1.1075 | |
| DeepONetNtrain=50, λ=0, Tag=Pure Data, Train (s)=127.37, Infer (s)=1.13342026.06 | 1.1332 | 2.0494 | |
| DeepONetNtrain=200, λ=0, Tag=Pure Data, Train (s)=369.23, Infer (s)=1.17562026.06 | 1.2063 | 3.2141 | |
| DeepONetNtrain=200, λ=0.25, Tag=Hybrid, Train (s)=1770.41, Infer (s)=1.27662026.06 | 2.0557 | 4.3374 | |
| DeepONetNtrain=50, λ=0.25, Tag=Hybrid, Train (s)=463.44, Infer (s)=1.22452026.06 | 3.1406 | 3.9343 | |
| DeepONetNtrain=50, λ=1.0, Tag=Pure Phys., Train (s)=489.15, Infer (s)=1.21222026.06 | 4.5384 | 3.2499 | |
| DeepONetNtrain=200, λ=1.0, Tag=Pure Phys., Train (s)=481.34, Infer (s)=1.45542026.06 | 4.5384 | 3.2499 | |
| F-FNONtrain=200, λ=0.25, Tag=Hybrid, Train (s)=1815.27, Infer (s)=1.53302026.06 | 8.1984 | 22.923 |