Table 9.
Classification accuracies of CNN algorithms to predict whether the flour-water batter mixture was fully mixed or non-mixed.
CNNs | Time Domain Waveforms (% Correct) | CWT (% Correct) | ||||
---|---|---|---|---|---|---|
Dropout layer probability | Sensor 1 | Sensor 2 | Combined | Sensor 1 | Sensor 2 | Combined |
0 | 82.6 | 84.4 | 83.4 | 91.5 | 92.5 | 90.3 |
0.1 | 86.6 | 85.0 | 78.7 | 90.3 | 90.6 | 92.2 |
0.3 | 85.3 | 82.4 | 85.8 | 87.2 | 91.6 | 92.2 |
0.5 | 85.7 | 86.0 | 78.9 | 88.4 | 92.3 | 92.4 |