Field variable prediction on Redox flow battery nRods=3
0.0189Potential (phi_e^-)ArGEnT (Cross-attention)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ArGEnT (Cross-attention)Time (sec/step)=0.152026.02 | 0.0189 | 0.0136 | 0.0044 | 0.0469 | 0.0154 | 0.0341 | |
| ArGEnT (Self-attention)Time (sec/step)=0.132026.02 | 0.022 | 0.0138 | 0.0066 | 0.0418 | 0.017 | 0.0307 | |
| ArGEnT (Hybrid-attention)Time (sec/step)=0.142026.02 | 0.0363 | 0.0185 | 0.0059 | 0.033 | 0.011 | 0.0264 | |
| DeepONetTime (sec/step)=0.032026.02 | 0.0613 | 0.0375 | 0.0222 | 1.28 | 0.463 | 0.476 | |
| Point-DeepONetTime (sec/step)=0.042026.02 | 0.197 | 0.0361 | 0.345 | 1 | 0.174 | 0.334 |