Table 4.
The mean validation accuracy of the neural networks for one-additive solutions.
| Neural Network | Mean Validation Accuracy (%) |
Standard Deviation (%) |
|---|---|---|
| ANN—with 1 hidden layer | 98.06 | 3.11 |
| ANN—with 2 hidden layers | 98.38 | 1.7 |
| CNN—1 convolution layer | 99.67 | 1.02 |
| CNN—2 convolution layers | 99.05 | 1.52 |
| CNN—3 convolution layers | 99.35 | 1.36 |
| CNN—1 convolution and a pooling layer | 98.7 | 1.66 |
| CNN—2 convolution and 2 pooling layers | 99.67 | 1.02 |
| CNN—3 convolution and 3 pooling layers | 99.35 | 1.36 |