Table 4 Various statistics of scenarios (1–8) for cases (1–3) of TFFMFTDECR model.
Scenario | Case | Mean square error | Performance | Gradient | Mu | Epoch | Time | ||
---|---|---|---|---|---|---|---|---|---|
Training | Validation | Testing | |||||||
1 | 1 | 3.51E−10 | 1.58E−9 | 5.56E−10 | 3.52E−10 | 7.06E−8 | 1.00E−10 | 96 | 1 |
2 | 5.16E−10 | 1.03E−9 | 6.65E−10 | 5.16E−10 | 9.96E−8 | 1.00E−8 | 728 | 17 | |
3 | 2.18E−9 | 4.73E−9 | 2.14E−8 | 2.19E−9 | 9.99E−8 | 1.00E−8 | 809 | 14 | |
2 | 1 | 3.49E−11 | 6.75E−10 | 1.01E−10 | 3.5E−8 | 2.56E−8 | 1.00E−10 | 198 | 3 |
2 | 6.91E−10 | 7.21E−9 | 1.06E−8 | 6.91E−10 | 9.92E−8 | 1.00E−11 | 128 | 2 | |
3 | 9.27E−10 | 4.93E−9 | 4.08E−8 | 9.27E−10 | 8.74E−8 | 1.00E−10 | 81 | 1 | |
3 | 1 | 1.07E−9 | 5.67E−9 | 4.59E−9 | 1.089E−9 | 8.30E−8 | 1.00E−10 | 67 | 1 |
2 | 2.65E−10 | 5.35E−10 | 4.30E−10 | 7.99E−11 | 9.47E−8 | 1.00E−11 | 38 | 1 | |
3 | 1.25E−9 | 2.96E−9 | 6.20E−9 | 1.25E−9 | 2.30E−8 | 1.00E−10 | 23 | 1 | |
4 | 1 | 7.53E−10 | 5.92E−9 | 2.95E−9 | 7.53E−10 | 4.41E−8 | 1.00E−10 | 86 | 1 |
2 | 2.59E−10 | 9.20E−10 | 1.21E−9 | 2.07E−10 | 5.89E−8 | 1.00E−10 | 88 | 1 | |
3 | 1.46E−9 | 2.07E−9 | 2.44E−9 | 9.59E−10 | 2.12E−6 | 1.00E−11 | 60 | 1 | |
5 | 1 | 1.29E−9 | 5.27E−9 | 4.74E−9 | 1.30E−9 | 9.83E−8 | 1.00E−10 | 48 | 1 |
2 | 1.81E−9 | 6.98E−9 | 6.67E−9 | 1.67E−9 | 9.74E−8 | 1.00E−10 | 58 | 1 | |
3 | 4.45E−10 | 4.08E−9 | 3.01E−9 | 3.00E−10 | 3.20E−7 | 1.00E−11 | 131 | 2 | |
6 | 1 | 8.64E−10 | 2.16E−8 | 3.30E−9 | 8.34E−10 | 1.45E−6 | 1.00E−9 | 851 | 12 |
2 | 2.16E−10 | 2.80E−10 | 3.45E−10 | 9.65E–11 | 2.78E−6 | 1.00E−12 | 44 | 1 | |
3 | 2.54E−9 | 2.14E−8 | 1.59E−8 | 2.55E−9 | 9.69E−8 | 1.00E−9 | 87 | 1 | |
7 | 1 | 1.16E−9 | 4.49E−9 | 4.20E−9 | 9.10E−10 | 5.39E−7 | 1.00E−11 | 63 | 1 |
2 | 1.21E−9 | 9.59E−9 | 5.90E−9 | 1.22E−9 | 7.23E−8 | 1.00E−9 | 131 | 2 | |
3 | 1.19E−10 | 3.38E−9 | 5.45E−10 | 1.20E−10 | 7.24E−8 | 1.00E−10 | 108 | 1 | |
8 | 1 | 1.74E−9 | 8.01E−9 | 1.09E−8 | 1.66E−9 | 9.28E−8 | 1.00E−9 | 116 | 1 |
2 | 4.05E−10 | 2.20E−9 | 2.40E−9 | 3.61E−10 | 2.00E−7 | 1.00E−11 | 116 | 1 | |
3 | 1.74E−9 | 8.01E−9 | 1.09E−8 | 1.66E−9 | 9.28E−8 | 1.00E−9 | 116 | 1 |