Research Article
Novel Cooperative Multi-Input Multilayer Perceptron Neural Network Performance Analysis with Application of Solar Irradiance Forecasting
Table 3
Two input multilayer perceptron neural network performance analyses with different numbers of hidden neurons.
| | Number of hidden neurons | MSE | RMSE | MAE | MRE | MAPE | | Time |
| | 1 | 5.9621-04 | 2.4400-02 | 1.8400-02 | 7.8434-05 | 7.8000-03 | 1 | 58 | | 2 | 2.5732-05 | 5.1000-03 | 3.5000-03 | 1.4916-05 | 1.5000-03 | 1 | 65 | | 3 | 2.0864-05 | 4.6000-03 | 3.1000-03 | 1.3117-05 | 1.3000-03 | 1 | 72 | | 4 | 3.2662-05 | 5.7000-03 | 3.7000-03 | 1.5963-05 | 1.6000-03 | 1 | 63 | | 5 | 9.9427-05 | 1.0000-02 | 5.8000-03 | 2.4773-05 | 2.5000-03 | 1 | 84 | | 6 | 3.2997-05 | 5.7000-03 | 4.0000-03 | 1.7155-05 | 1.7000-03 | 1 | 95 | | 7 | 1.0345-05 | 3.2000-03 | 2.1000-03 | 9.0101-06 | 9.0101-04 | 1 | 94 | | 8 | 3.9008-05 | 6.2000-03 | 4.3000-03 | 1.8411-05 | 1.8000-03 | 1 | 115 | | 9 | 1.0326-05 | 3.2000-03 | 1.9000-03 | 8.2489-06 | 8.2489-04 | 1 | 123 | | 10 | 2.3071-05 | 4.8000-03 | 2.5000-03 | 1.0649-05 | 1.1000-03 | 1 | 130 | | 11 | 4.6940-05 | 6.9000-03 | 4.3000-03 | 1.8278-05 | 1.8000-03 | 1 | 138 | | 12 | 1.7479-05 | 4.2000-03 | 2.6000-03 | 1.1246-05 | 1.1000-03 | 1 | 143 | | 13 | 1.4382-04 | 1.2000-02 | 6.4000-03 | 2.7454-05 | 2.7000-03 | 1 | 149 | | 14 | 7.3628-05 | 8.6000-03 | 4.7000-03 | 2.0134-05 | 2.0000-03 | 1 | 158 | | 15 | 8.8216-05 | 9.4000-03 | 4.9000-03 | 2.0812-05 | 2.1000-03 | 1 | 167 | | 16 | 1.5738-05 | 4.0000-03 | 2.2000-03 | 9.3960-06 | 9.3960-04 | 1 | 174 | | 17 | 7.2175-06 | 2.7000-03 | 1.6000-03 | 7.0335-06 | 7.0335-04 | 1 | 181 | | 18 | 4.3428-05 | 6.6000-03 | 1.6000-03 | 6.9534-06 | 6.9534-04 | 1 | 186 | | 19 | 5.9552-04 | 2.4400-02 | 1.3500-02 | 5.7478-05 | 5.7000-03 | 1 | 195 | | 20 | 3.2674-05 | 5.7000-03 | 2.7000-03 | 1.1551-05 | 1.2000-03 | 1 | 175 |
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Bold implies the optimal result.
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