Model Recovery on Nonlinear Dynamics Models
2.9Avg ErrorMR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MRHardware Platform=GPU2025.12 | 2.9 | 423.21 | 72 | 6,118.36 | 1,410 | 5.88 | |
| MRHardware Platform=Mobile GPU2025.12 | 3.07 | 562.75 | 5.53 | 2,355.13 | 306 | 101.77 | |
| SINDYHardware Platform=GPU2025.12 | 3.39 | 396.8 | 62 | 135.71 | 1,410 | 6.4 | |
| PINN+SRHardware Platform=GPU2025.12 | 3.4 | 481.86 | 64.01 | 4,436.25 | 1,410 | 7.52 | |
| PINN+SRHardware Platform=Mobile GPU2025.12 | 4.43 | 761.2 | 5.45 | 1,142.75 | 306 | 139.67 | |
| SINDYHardware Platform=Mobile GPU2025.12 | 4.44 | 371.84 | 5.88 | 98.2 | 306 | 63.25 | |
| MRHardware Platform=FPGA, System=MERINDA2025.12 | 4.6 | 253.97 | 4.91 | 214.23 | 173 | 51.72 | |
| SINDYHardware Platform=FPGA, System=MERINDA2025.12 | 7.37 | 1,150.72 | 4.73 | 107.27 | 144 | 243.18 | |
| PINN+SRHardware Platform=FPGA, System=MERINDA2025.12 | 8.02 | 1,407.62 | 4.81 | 336.41 | 165 | 292.58 |