Research Article
Novel Cooperative Multi-Input Multilayer Perceptron Neural Network Performance Analysis with Application of Solar Irradiance Forecasting
Table 5
Four input multilayer perceptron neural network performance analyses with different numbers of hidden neurons.
| | Number of hidden neurons | MSE | RMSE | MAE | MRE | MAPE | | Time |
| | 1 | 7.4471-04 | 2.7300-02 | 2.1600-02 | 9.2146-05 | 9.2000-03 | 1 | 66 | | 2 | 3.0940-05 | 5.6000-03 | 3.8000-03 | 1.6033-05 | 1.6000-03 | 1 | 91 | | 3 | 2.6547-05 | 5.2000-03 | 3.7000-03 | 1.5660-05 | 1.6000-03 | 1 | 96 | | 4 | 2.1062-05 | 4.6000-03 | 3.1000-03 | 1.3174-05 | 1.3000-03 | 1 | 105 | | 5 | 1.3344-05 | 3.7000-03 | 2.5000-03 | 1.0689-05 | 1.1000-03 | 1 | 84 | | 6 | 2.3965-05 | 4.9000-03 | 3.4000-03 | 1.4307-05 | 1.4000-03 | 1 | 42 | | 7 | 6.8545-06 | 2.6000-03 | 1.7000-03 | 7.2897-06 | 7.2897-04 | 1 | 50 | | 8 | 3.9139-05 | 6.3000-03 | 4.0000-03 | 1.7231-05 | 1.7000-03 | 1 | 69 | | 9 | 5.2354-06 | 2.3000-03 | 1.5000-03 | 6.3354-06 | 6.3354-04 | 1 | 135 | | 10 | 7.5525-06 | 2.7000-03 | 1.8000-03 | 7.6150-06 | 7.6150-04 | 1 | 137 | | 11 | 8.4789-05 | 9.2000-03 | 5.4000-03 | 2.3004-05 | 2.3000-03 | 1 | 151 | | 12 | 1.4577-04 | 1.2100-02 | 7.3000-03 | 3.0965-05 | 3.1000-03 | 1 | 196 | | 13 | 4.1533-04 | 2.0400-02 | 6.9000-03 | 2.9265-05 | 2.9000-03 | 1 | 178 | | 14 | 1.6703-04 | 1.2900-02 | 5.4000-03 | 2.3216-05 | 2.3000-03 | 1 | 253 | | 15 | 6.2997-08 | 2.5099-04 | 1.4464-04 | 6.1756-07 | 6.1756-05 | 1 | 70 | | 16 | 2.0957-05 | 4.6000-03 | 1.6000-03 | 7.0276-06 | 7.0276-04 | 1 | 139 | | 17 | 2.4974-06 | 1.6000-03 | 6.9899-04 | 2.9845-06 | 2.9845-04 | 1 | 174 | | 18 | 7.1545-05 | 8.5000-03 | 4.7000-03 | 2.0092-05 | 2.0000-03 | 1 | 247 | | 19 | 5.2397-04 | 2.2900-02 | 5.5000-03 | 2.3429-05 | 2.3000-03 | 1 | 218 | | 20 | 1.1324-05 | 3.4000-03 | 1.9000-03 | 8.1852-06 | 8.1852-04 | 1 | 212 |
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Bold implies the optimal result.
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