Table 3.
Relevant tests for determining the architecture of ANNs for critical damped, overdamped, and heavily overdamped systems.
| Network | Neurons | Activation | MSE | MSE | MSE |
|---|---|---|---|---|---|
| in HL | Functions | Average | |||
| N1a | 3 | Tangsig-Purelin | 4.529% | 1.990% | 3.260% |
| N2a | 5 | Tangsig-Purelin | 4.138% | 1.968% | 3.280% |
| N3a | 8 | Tangsig-Purelin | 4.421% | 1.987% | 3.204% |
| N4a | 16 | Tangsig-Purelin | 4.506% | 1.942% | 3.224% |
| N6a | 16 | Tangsig-Tangsig | 4.465% | 1.990% | 3.227% |
| N7a | 16 | Tangsig-Logsig | 6.176% | 15.871% | 11.023% |
| N8a | 5-3 | Tangsig-Tangsig-Purelin | 4.612% | 1.987% | 3.229% |
| N9a | 12-8 | Tangsig-Tangsig-Purelin | 3.672% | 1.987% | 3.053% |
| N10a | 8-12 | Tangsig-Tangsig-Purelin | 3.832% | 1.994% | 5.494% |
| N11a | 10-16 | Tangsig-Tangsig-Purelin | 3.374% | 1.989% | 2.681% |
| N12a | 10-16 | Logsig-Logsig-Purelin | 4.227% | 1.994% | 2.810% |
| N13a | 10-16 | Tangsig-Tangsig-Logsig | 6.667% | 15.79% | 11.22% |
| N14a | 14-20 | Tangsig-Tangsig-Purelin | 3.923% | 1.980% | 2.952% |