Distillation Column State Prediction on Distillation Column Held-Out (test)
1.34MSELSTM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LSTM2026.03 | 1.34 | 0.0037 | 0.0028 | 94.82 | — | |
| PINN2026.03 | 2.05 | 0.0014 | 0.0011 | 98.87 | — | |
| DeepONet2026.03 | 5.12 | 0.0023 | 0.0018 | 97.96 | — | |
| Transformer2026.03 | 6.66 | 0.0026 | 0.002 | 97.21 | — | |
| GRU2026.03 | 7.9 | 0.0028 | 0.0021 | 96.88 | — | |
| Vanilla MLP2026.03 | 8.7 | 0.003 | 0.0022 | 96.45 | — |