Field variable prediction on Redox flow battery nRods=5
0.0129phi_e^-DeepONet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DeepONetTime (sec/step)=0.032026.02 | 0.0129 | 0.0164 | 0.0763 | 1.56 | 0.623 | 0.695 | |
| Point-DeepONetTime (sec/step)=0.042026.02 | 0.0095 | 0.216 | 0.307 | 0.938 | 0.216 | 0.423 | |
| ArGEnT (Cross-attention)Time (sec/step)=0.162026.02 | 0.0078 | 0.0071 | 0.0047 | 0.0811 | 0.029 | 0.0583 | |
| ArGEnT (Hybrid-attention)Time (sec/step)=0.152026.02 | 0.0074 | 0.0061 | 0.0062 | 0.0502 | 0.0206 | 0.04 | |
| ArGEnT (Self-attention)Time (sec/step)=0.142026.02 | 0.0067 | 0.0075 | 0.0073 | 0.0674 | 0.0291 | 0.0563 |