Table 2 LMB-NN numerical analysis for all cases in each scenario.
Scenario | Cases | Time (s) | MSE | Mu | Performance | Epoch | Gradient | ||
|---|---|---|---|---|---|---|---|---|---|
Testing | Training | Validation | |||||||
(Si) | C1 | 27 | 3.60E−10 | 7.93E−11 | 1.83E−10 | 1.00E−09 | 7.93E−11 | 45 | 8.26E−08 |
C2 | 1 | 1.90E−10 | 1.96E−10 | 2.92E−10 | 1.00E−09 | 1.96E−10 | 111 | 9.58E−08 | |
C3 | 30 | 2.29E−11 | 2.75E−11 | 2.84E−11 | 1.01E−09 | 2.75E−11 | 48 | 9.41E−08 | |
(M) | C1 | 16 | 7.89E−11 | 4.31E−11 | 5.95E−11 | 1.00E−10 | 4.31E−11 | 38 | 9.63E−08 |
C2 | 22 | 4.69E−09 | 2.50E−09 | 4.38E−09 | 1.00E−07 | 2.50E−09 | 58 | 9.90E−08 | |
C3 | 30 | 2.29E−11 | 2.75E−11 | 2.84E−11 | 1.01E−09 | 2.75E−11 | 53 | 9.41E−08 | |
(Nr) | C1 | 6 | 1.34E−10 | 4.69E−11 | 9.60E−11 | 1.00E−09 | 4.69E−11 | 16 | 8.53E−08 |
C2 | 24 | 5.47E−10 | 3.37E−10 | 2.73E−10 | 1.00E−08 | 3.37E−08 | 67 | 9.79E−08 | |
C3 | 1 | 1.60E−07 | 9.71E−11 | 1.34E−10 | 1.00E−09 | 9.71E−11 | 105 | 9.88E−08 | |
(Pe) | C1 | 22 | 9.41E−10 | 3.66E−10 | 6.01E−10 | 1.00E−08 | 3.66E−10 | 40 | 9.50E−08 |
C2 | 28 | 7.76E−10 | 3.34E−10 | 5.37E−10 | 1.00E−08 | 3.34E−10 | 62 | 9.65E−08 | |
C3 | 7 | 1.52E−10 | 1.10E−10 | 1.34E−10 | 1.00E−09 | 1.02E−10 | 80 | 8.04E−08 | |
(H) | C1 | 9 | 1.55E−12 | 7.22E−13 | 1.49348–12 | 1.00E−11 | 7.22E−13 | 30 | 8.31E−08 |
C2 | 12 | 3.51E−09 | 7.02E−10 | 1.76E−09 | 1.00E−08 | 7.02E−10 | 40 | 9.06E−08 | |
C3 | 6 | 1.39E−11 | 6.02E−12 | 1.08E−11 | 1.00E−10 | 6.02E−12 | 32 | 9.45E−08 | |