Table 4 Parameter baselines and ranges for the residual physics task. The parameter sweep modifies individual parameters whilst holding the rest at the baseline setting.
From: Modeling nonlinear oscillator networks using physics-informed hybrid reservoir computing
Parameter | Baseline | Range |
|---|---|---|
\(D_r\) | 300 | [50, 1000] |
Spectral radius | 0.4 | [0.0, 2.0] |
Input scaling | 0.15 | [0.1, 2.0] |
\(\sigma _K\) | 0.05 | Baseline |
\(\sigma _\omega\) | 0.05 | Baseline |
Knowledge ratio | 0.5 | Baseline |
Regularization strength | \(10^{-4}\) | [\(10^{-8}\), 0.5] |
