Table 3.
Results on running data set.
| Network models | ACC | SES | SPC | Training time(s) |
|---|---|---|---|---|
| 1D CNN | 0.924 | 0.97 | 0.84 | 43.7 |
| 2D CNN | 0.64 | 0.81 | 0.35 | 157.4 |
| LSTM | 0.79 | 0.83 | 0.69 | 152 |
| VGGNet | 0.74 | 0.80 | 0.59 | 1912.4 |
| AlexNet | 0.769 | 0.88 | 0.60 | 800.5 |
| ELM | 0.71 | 0.88 | 0.51 | 0.03 |
| BP | 0.65 | 0.87 | 0.32 | 4.42 |