Table 4 Training time and prediction time for ML-DRSNet at different window sizes and step sizes
Window size (data point) | Step size (data point) | Data size (sample) | Training time (s/epoch) | Prediciton time (ms/sample) |
|---|---|---|---|---|
20 | 10 | 47,265 | 427.53 | 5.45 |
20 | 23,632 | 215.45 | 5.50 | |
30 | 15,755 | 144.92 | 5.45 | |
40 | 11,816 | 1096.91 | 5.43 | |
50 | 9452 | 88.59 | 5.42 | |
60 | 10 | 47,261 | 435.06 | 5.37 |
20 | 23,630 | 218.68 | 5.47 | |
30 | 15,754 | 145.00 | 5.39 | |
40 | 11,815 | 113.74 | 5.73 | |
50 | 9452 | 91.68 | 5.50 | |
100 | 10 | 47,257 | 432.02 | 5.36 |
20 | 23,628 | 217.37 | 5.34 | |
30 | 15,752 | 146.28 | 5.34 | |
40 | 11,814 | 111.43 | 5.29 | |
50 | 9452 | 87.43 | 5.22 | |
140 | 10 | 47,253 | 421.53 | 5.21 |
20 | 23,626 | 212.15 | 5.25 | |
30 | 15,751 | 146.88 | 5.40 | |
40 | 11,813 | 112.11 | 5.29 | |
50 | 9450 | 90.82 | 5.29 | |
Average | 198.43 ± 126.19 | 5.39 ± 0.12 | ||