Research Article
Identification Method of Shaft Orbit in Rotating Machines Based on Accurate Fourier Height Functions Descriptors
Table 6
Experimental results on actual measured shaft orbit dataset by BP neural network.
| Algorithms | Average accuracy (%) | Average feature extracting time of single sample (ms) | Average training time (s) | Average testing time of single sample (ms) |
| BP + AFHF2 | 99.49 | 18.521 | 26.04 | 0.345 | BP + AFHF1 | 99.34 | 16.374 | 58.13 | 0.756 | BP + HF | 93.34 | 18.539 | 68.77 | 0.879 | BP + TCDs | 92.84 | 16.354 | 57.33 | 0.724 | BP + SC | 84.59 | 23.542 | 369.91 | 3.044 | BP + IDSC | 76.30 | 46.592 | 376.39 | 3.051 |
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