Table 5 Comparative Analysis for all four cases of two scenarios of case study 2.
Scenario number | Case index | Neurons settings | Fitness on MSE | Value of gradient | Value of performance | R | Epochs index | mu parameter | ||
|---|---|---|---|---|---|---|---|---|---|---|
Training | Validation | Testing | ||||||||
1 | 1 | 50 | 8.8625e−11 | 4.3316e−10 | 8.9608e−11 | 9.9836e−08 | 4.3316e−10 | 1 | 322 | 1.00e−09 |
2 | 65 | 1.9807e−10 | 1.9603e−10 | 2.8823e−10 | 9.9874e−08 | 1.9603e−10 | 1 | 365 | 1.00e−08 | |
3 | 50 | 4.0828e−11 | 4.3012e−11 | 6.5085e−11 | 9.9194e−08 | 4.3012e−11 | 1 | 284 | 1.00e−09 | |
4 | 50 | 7.6003e−11 | 3.6519e−10 | 7.5976e−11 | 9.8325e−08 | 3.6519e−10 | 1 | 216 | 1.00e−09 | |
2 | 1 | 60 | 2.3969e−10 | 3.2105e−10 | 3.4920e−10 | 9.9559e−08 | 3.2105e−10 | 1 | 508 | 1.00e−08 |
2 | 70 | 2.5292e−10 | 2.7656e−10 | 2.3016e−10 | 9.9740e−08 | 2.7656e−10 | 1 | 324 | 1.00e−08 | |
3 | 60 | 1.9040e−10 | 1.9361e−10 | 2.7741e−10 | 9.9700e−08 | 1.9361e−10 | 1 | 374 | 1.00e−08 | |
4 | 50 | 9.8250e−11 | 4.6765e−10 | 1.0185e−10 | 9.8898e−08 | 4.6765e−10 | 1 | 327 | 1.00e−09 | |
