Table 12 Statistics of various indicators of recognition accuracy of RFCNN network model under different number of synthetic samples.
Experimental grouping | Number of synthetic samples | Average value of recognition accuracy/% | Standard deviation of recognition accuracy | Variance of recognition accuracy | Average deviation of recognition accuracy |
|---|---|---|---|---|---|
1 | 0 | 90.641 | 1.226 × 10−3 | 1.357 × 10−6 | 6.736 × 10−2 |
2 | 1000 | 93.262 | 3.258 × 10−4 | 1.205 × 10−7 | 3.284 × 10−3 |
3 | 2000 | 94.447 | 2.042 × 10−4 | 5.329 × 10−8 | 2.538 × 10−4 |
4 | 3000 | 96.193 | 1.577 × 10−4 | 1.969 × 10−8 | 2.303 × 10−4 |
5 | 4000 | 97.506 | 1.201 × 10−4 | 1.374 × 10−8 | 1.627 × 10−4 |
6 | 5000 | 98.344 | 1.714 × 10−5 | 2.883 × 10−10 | 1.115 × 10−5 |
7 | 6000 | 98.307 | 1.722 × 10−5 | 2.917 × 10−10 | 1.132 × 10−5 |
8 | 7000 | 98.295 | 1.718 × 10−5 | 2.904 × 10−10 | 1.127 × 10−5 |
