Synchronous Generator Dynamic Response Prediction on Uniform Partition P Dataset (h=0.05, 500 ICs)
0.008Delta (t) Mean L2 Error (%)Residual DeepONet
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Residual DeepONettraining_strategy=DAgger, partition_type=uniform, step_size_h=0.05, test_trajectories=5002023.01 | 0.008 | 0.0007 | 0.005 | 0.003 | 0.004 | 0.006 | 0.0004 | 0.0001 | 0.0003 | 0.0002 | 0.0001 | 0.0002 | |
| data-driven DeepONetpartition=uniform, step size h=0.05, initial conditions=5002023.01 | 1.3 | 0.32 | 2.9 | 1.2 | 2.2 | 3.5 | 3.5 | 0.77 | 8.6 | 3.6 | 5.1 | 10.3 |