Table 7 Calculated values (MSE, R) of NIO NN models with LMA for Number of Hidden Neurons 10 and 20 with number of delays d2 – d100 for input values rH, T.
NIO NN models with LMA 10 hidden neurons | NIO NN models with LMA 20 hidden neurons | |||||
---|---|---|---|---|---|---|
MSE | R (%) | Time (hh:mm:ss) | MSE | R (%) | Time (hh:mm:ss) | |
d2 | 8.923\(\cdot 10^{-3}\) | 73.68 | 00:00:00 | 8.720\(\cdot 10^{-3}\) | 72.12 | 00:01:13 |
d5 | 7.955\(\cdot 10^{-3}\) | 75.15 | 00:01:34 | 10.34\(\cdot 10^{-3}\) | 73.07 | 00:01:28 |
d10 | 7.988\(\cdot 10^{-3}\) | 75.18 | 00:00:56 | 8.745\(\cdot 10^{-3}\) | 75.10 | 00:01:04 |
d20 | 8.052\(\cdot 10^{-3}\) | 77.01 | 00:00:58 | 7.504\(\cdot 10^{-3}\) | 78.50 | 00:00:53 |
d30 | 7.634\(\cdot 10^{-3}\) | 78.64 | 00:00:51 | 6.620\(\cdot 10^{-3}\) | 83.63 | 00:01:45 |
d40 | 6.005\(\cdot 10^{-3}\) | 84.73 | 00:01:02 | 5.933\(\cdot 10^{-3}\) | 83.95 | 00:01:19 |
d50 | 5.931\(\cdot 10^{-3}\) | 84.73 | 00:01:05 | 4.926\(\cdot 10^{-3}\) | 87.85 | 00:01:25 |
d60 | 4.568\(\cdot 10^{-3}\) | 86.96 | 00:01:01 | 3.826\(\cdot 10^{-3}\) | 90.49 | 00:01:42 |
d70 | 4.797\(\cdot 10^{-3}\) | 88.79 | 00:00:55 | 3.265\(\cdot 10^{-3}\) | 91.81 | 00:02:27 |
d80 | 3.935\(\cdot 10^{-3}\) | 89.99 | 00:00:51 | 2.935\(\cdot 10^{-3}\) | 93.18 | 00:02:12 |
d90 | 3.349\(\cdot 10^{-3}\) | 91.50 | 00:00:56 | 2.366\(\cdot 10^{-3}\) | 94.18 | 00:04:09 |
d100 | 3.028\(\cdot 10^{-3}\) | 92.57 | 00:00:58 | 2.543\(\cdot 10^{-3}\) | 94.11 | 00:03:07 |