Sound Field Interpolation on 1D Free-field Simulation Experiment 1 Interpolation Positions 1.0
-27NMSE (dB)PINN
Evaluation results
| Method | Links | |
|---|---|---|
| PINNType=Pre-training, Iterations=100,000, Total Time [s]=1218.94†2026.06 | -27 | |
| PINNType=Target-field adaptation, Iterations=30,000, Adaptation Time [s]=1060.27, Total Time [s]=2279.212026.06 | -26.16 | |
| PINNType=Target-field adaptation, Iterations=7,000, Adaptation Time [s]=753.74, Total Time [s]=1972.682026.06 | -23.72 | |
| PIELM (PINN-init)Type=Target-field adaptation, Adaptation Time [s]=0.42, Total Time [s]=1219.362026.06 | -23.4 | |
| PINNType=Target-field adaptation, Iterations=5,000, Adaptation Time [s]=524.45, Total Time [s]=1743.392026.06 | -21.97 | |
| PIELM (Random)Type=Target-field adaptation, Adaptation Time [s]=0.42, Total Time [s]=0.422026.06 | -0.04 | |
| ELM (PINN-init)Type=Target-field adaptation, Adaptation Time [s]=0.06, Total Time [s]=1219.002026.06 | 20.89 |