Research Article
Novel Cooperative Multi-Input Multilayer Perceptron Neural Network Performance Analysis with Application of Solar Irradiance Forecasting
Table 7
Six inputs multilayer perceptron neural network performance analyses with different numbers of hidden neurons.
| | Number of hidden neurons | MSE | RMSE | MAE | MRE | MAPE | | Time |
| | 1 | 1.0000-03 | 3.1900-02 | 2.3100-02 | 9.8823-05 | 9.9000-03 | 1 | 63 | | 2 | 4.3744-05 | 6.6000-03 | 4.0000-03 | 1.7068-05 | 1.7000-03 | 1 | 76 | | 3 | 1.8655-04 | 1.3700-02 | 8.4000-03 | 3.5887-05 | 3.6000-03 | 1 | 81 | | 4 | 1.7000-03 | 4.1300-02 | 2.6300-02 | 1.1221-04 | 1.1200-02 | 1 | 95 | | 5 | 2.0640-01 | 4.5430-01 | 3.9950-01 | 1.7000-03 | 1.7060-01 | 1 | 103 | | 6 | 3.5592+03 | 5.9659+01 | 4.6116+01 | 1.9690-01 | 1.9690+01 | 9.9217-01 | 111 | | 7 | 2.0000-03 | 4.5100-02 | 2.2700-02 | 9.6818-05 | 9.7000-03 | 1 | 122 | | 8 | 7.9925+02 | 2.8271+01 | 2.0471+01 | 8.7400-02 | 8.7402+00 | 9.9905-01 | 138 | | 9 | 2.4900-02 | 1.5790-01 | 9.9800-02 | 4.2595-04 | 4.2600-02 | 1 | 145 | | 10 | 7.0902-04 | 2.6600-02 | 1.1300-02 | 4.8255-05 | 4.8000-03 | 1 | 107 | | 11 | 2.3000-03 | 4.7900-02 | 3.9800-02 | 1.6988-04 | 1.7000-02 | 1 | 104 | | 12 | 3.5173 +03 | 5.9307+01 | 4.7161+01 | 2.0140-01 | 2.0136+01 | 9.9170-01 | 176 | | 13 | 8.0220-01 | 8.9560-01 | 4.4290-01 | 1.9000-03 | 1.8910-01 | 1 | 177 | | 14 | 5.9200-01 | 7.6940-01 | 5.2990-01 | 2.3000-03 | 2.2620-01 | 1 | 195 | | 15 | 4.5008+03 | 6.7088+01 | 5.3522+01 | 2.2850-01 | 2.2852+01 | 9.9208-01 | 119 | | 16 | 2.5650-01 | 5.0650-01 | 3.7800-01 | 1.6000-03 | 1.6140-01 | 1 | 139 | | 17 | 8.4281 | 2.9031 | 1.0193 | 4.4000-03 | 4.3520-01 | 9.9998-01 | 232 | | 18 | 1.0000+02 | 1.0000+01 | 7.1652 | 3.0600-02 | 3.0593 | 9.9985-01 | 172 | | 19 | 1.0600-02 | 1.0280-01 | 4.6700-02 | 1.9945-04 | 1.9900-02 | 1 | 174 | | 20 | 1.3955+01 | 3.7357 | 2.9459 | 1.2600-02 | 1.2578 | 9.9997-01 | 231 |
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Bold implies the optimal result.
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