Table 5 New calculated values (MSE, R, MAPE) of NARX NN models with LMA for Number of Hidden Neurons = 10 with number of delays d = 2 and d = 457.
Number of Hidden Neurons = 10 | MSE | R (%) | MAPE |
---|---|---|---|
Number of delays = 2 | |||
input2NARX T, rH | \(8.737 \cdot 10^{-5}\) | 99.782 | 0.0514 |
input3NARX inc. T, rH, E | \(3.746 \cdot 10^{-5}\) | 99.905 | 0.0745 |
input4NARX inc. T, rH, E, D1-D4 | \(3.442 \cdot 10^{-5}\) | 99.911 | 0.0544 |
input5NARX inc. T, rH, E, D1-D4, W1-W3 | \(\mathbf {3.322} \cdot \textbf{10}^{-\textbf{5}}\) | 99.913 | 0.0565 |
Number of Hidden Neurons = 10 | MSE | R (%) | MAPE |
---|---|---|---|
Number of delays = 4 | |||
input2NARX T, rH | \(1.797 \cdot 10^{-4}\) | 99.523 | 0.0788 |
input3NARX inc. T, rH, E | \(2.104 \cdot 10^{-5}\) | 99.466 | 0.0756 |
input4NARX inc. T, rH, E, D1-D4 | \(\mathbf {2.984} \cdot \textbf{10}^{-\textbf{5}}\) | 99.922 | 0.0821 |
input5NARX inc. T, rH, E, D1-D4, W1-W3 | \(4.568 \cdot 10^{-5}\) | 99.900 | 0.1011 |