Table 6.
The mean validation accuracy of the neural networks for two-additive solutions.
| Neural Network | Mean Validation Accuracy (%) |
Standard Deviation (%) |
|---|---|---|
| ANN—with 1 hidden layer | 88.33 | 6.52 |
| ANN—with 2 hidden layers | 88.05 | 7.86 |
| CNN—1 convolution layer | 92.5 | 5.56 |
| CNN—2 convolution layers | 95.27 | 2.63 |
| CNN—3 convolution layers | 90.52 | 3 |
| CNN—1 convolution and a pooling layer | 94.16 | 3.05 |
| CNN—2 convolution and 2 pooling layers | 93.88 | 4.3 |
| CNN—3 convolution and 3 pooling layers | 92.22 | 5.82 |