Research Article
Novel Cooperative Multi-Input Multilayer Perceptron Neural Network Performance Analysis with Application of Solar Irradiance Forecasting
Table 4
Three input multilayer perceptron neural network performance analyses with a different number of hidden neurons.
| | Number of hidden neurons | MSE | RMSE | MAE | MRE | MAPE | | Time |
| | 1 | 7.5132-04 | 2.7400-02 | 2.1500-02 | 9.1951-05 | 9.2000-03 | 1 | 62 | | 2 | 2.2009-05 | 4.7000-03 | 3.1000-03 | 1.3413-05 | 1.3000-03 | 1 | 84 | | 3 | 3.7842-06 | 1.9000-03 | 1.3000-03 | 5.4536-06 | 5.4536-04 | 1 | 71 | | 4 | 3.2406-05 | 5.7000-03 | 3.8000-03 | 1.6203-05 | 1.6000-03 | 1 | 117 | | 5 | 1.9311-04 | 1.3900-02 | 7.1000-03 | 3.0474-05 | 3.0000-03 | 1 | 125 | | 6 | 1.3315-05 | 3.6000-03 | 2.3000-03 | 9.7935-06 | 9.7935-04 | 1 | 120 | | 7 | 5.7396-06 | 2.4000-03 | 1.5000-03 | 6.3661-06 | 6.3661-04 | 1 | 99 | | 8 | 7.6763-05 | 8.8000-03 | 5.0000-03 | 2.1517-05 | 2.2000-03 | 1 | 116 | | 9 | 2.9000-03 | 5.4300-02 | 9.9000-03 | 4.2146-05 | 4.2000-03 | 1 | 124 | | 10 | 9.9727-05 | 1.0000-02 | 6.5000-03 | 2.7714-05 | 2.8000-03 | 1 | 111 | | 11 | 5.9904-06 | 2.4000-03 | 1.7000-03 | 7.0656-06 | 7.0656-04 | 1 | 101 | | 12 | 2.9376-05 | 5.4000-03 | 3.3000-03 | 1.4139-05 | 1.4000-03 | 1 | 150 | | 13 | 3.9100-02 | 1.9780-01 | 2.8700-02 | 1.2250-04 | 1.2300-02 | 1 | 161 | | 14 | 3.6238-06 | 1.9000-03 | 1.2000-03 | 5.0432-06 | 5.0432-04 | 1 | 101 | | 15 | 2.4000-03 | 4.8700-02 | 1.1700-02 | 4.9846-05 | 5.0000-03 | 1 | 167 | | 16 | 8.8000-03 | 9.3600-02 | 1.3500-02 | 5.7755-05 | 5.8000-03 | 1 | 206 | | 17 | 4.6900-04 | 2.1700-02 | 7.8000-03 | 3.3439-05 | 3.3000-03 | 1 | 204 | | 18 | 9.4980-08 | 3.0819-04 | 1.2680-04 | 5.4138-07 | 5.4138-05 | 1 | 156 | | 19 | 1.2000-03 | 3.5200-02 | 9.6000-03 | 4.0829-05 | 4.1000-03 | 1 | 159 | | 20 | 9.3967-04 | 3.0700-02 | 9.5000-03 | 4.0628-05 | 4.1000-03 | 1 | 195 |
|
|
Bold implies the optimal result.
|
