Table 6 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 W1-W3, D1-D4, rH, E, 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 | 6.318\(\cdot 10^{-3}\) | 83.23 | 00:01:44 | 6.798\(\cdot 10^{-3}\) | 80.07 | 00:01:20 |
d5 | 7.020\(\cdot 10^{-3}\) | 80.26 | 00:01:01 | 6.388\(\cdot 10^{-3}\) | 84.93 | 00:01:25 |
d10 | 6.745\(\cdot 10^{-3}\) | 83.36 | 00:00:44 | 6.866\(\cdot 10^{-3}\) | 82.19 | 00:01:00 |
d20 | 6.594\(\cdot 10^{-3}\) | 84.19 | 00:01:11 | 6.455\(\cdot 10^{-3}\) | 83.32 | 00:03:15 |
d30 | 5.711\(\cdot 10^{-3}\) | 83.31 | 00:01:18 | 5.240\(\cdot 10^{-3}\) | 86.95 | 00:04:15 |
d40 | 5.811\(\cdot 10^{-3}\) | 85.92 | 00:01:55 | 4.256\(\cdot 10^{-3}\) | 89.62 | 00:06:19 |
d50 | 4.503\(\cdot 10^{-3}\) | 87.69 | 00:03:53 | 3.033\(\cdot 10^{-3}\) | 92.08 | 00:10:34 |
d60 | 3.08\(\cdot 10^{-3}\) | 92.02 | 00:04:17 | 2.904\(\cdot 10^{-3}\) | 92.46 | 00:15:36 |
d70 | 3.359\(\cdot 10^{-3}\) | 92.19 | 00:05:24 | 2.492\(\cdot 10^{-3}\) | 94.03 | 00:27:23 |
d80 | 4.176\(\cdot 10^{-3}\) | 88.78 | 00:05:13 | 2.081\(\cdot 10^{-3}\) | 95.20 | 00:23:31 |
d90 | 4.488\(\cdot 10^{-3}\) | 89.99 | 00:06:40 | 1.826\(\cdot 10^{-3}\) | 95.29 | 00:43:38 |
d100 | 2.624\(\cdot 10^{-3}\) | 93.74 | 00:08:46 | 2.231\(\cdot 10^{-3}\) | 94.39 | 00:41:50 |