Fig. 7 | Scientific Reports

Fig. 7

From: Modeling nonlinear oscillator networks using physics-informed hybrid reservoir computing

Fig. 7

Grid search parameter combinations for the residual physics task. All combinations of high and low states bounding the optimal region found in the parameter sweep of the regularization, spectral radius, and input scaling parameters were tested. All other parameters were held at baseline (Table 4). The parameter sets correspond to the corners of the cube in parameter space on the right. Presentation of the results of the grid search follow the parameter sets in alphabetical order, labeled (A)–(H). First at low input scaling, from the bottom left corner (low regularization, spectral radius, and input scaling) to the top, left to right (A)–(D), and then again at high input scaling, bottom left to the top, left to right (E)–(H).

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