Field variable prediction on Redox flow battery nRods=1
0.352Phi_e^-Point-DeepONet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Point-DeepONetTime (sec/step)=0.042026.02 | 0.352 | 0.372 | 0.409 | 0.0517 | 0.106 | 0.377 | |
| ArGEnT (Hybrid-attention)Time (sec/step)=0.132026.02 | 0.0013 | 0.0006 | 0.0021 | 0.0106 | 0.0034 | 0.0067 | |
| DeepONetTime (sec/step)=0.032026.02 | 0.0009 | 0.001 | 0.0045 | 0.0649 | 0.0203 | 0.0239 | |
| ArGEnT (Self-attention)Time (sec/step)=0.12026.02 | 0.0006 | 0.0005 | 0.0022 | 0.01 | 0.004 | 0.0068 | |
| ArGEnT (Cross-attention)Time (sec/step)=0.152026.02 | 0.0004 | 0.0003 | 0.0014 | 0.008 | 0.0031 | 0.0065 |