Research Article
Reliability Analysis with Multiple Dependent Features from a Vibration-Based Accelerated Degradation Test
Table 3
Feature evaluation results.
| No. | Feature | Stress | | | | Fitness | Mean () | Rank |
| 1 | Mean | 3.5 V | 0.2491 | 0.5556 | 0.9500 | 0.5425 | 0.5102 | 8 | 4.5 V | 0.1616 | 0.3333 | 0.9839 | 0.3469 | 6.0 V | 0.7032 | 0.5556 | 0.9682 | 0.6411 | 2 | Variance | 3.5 V | 0.6042 | 0.5556 | 0.8549 | 0.6001 | 0.5350 | 7 | 4.5 V | 0.4839 | 0.3333 | 0.7852 | 0.4237 | 6.0 V | 0.5634 | 0.5556 | 0.7892 | 0.5813 | 3 | Crest factor | 3.5 V | 0.8614 | 0.5556 | 0.9808 | 0.6898 | 0.7509 | 3 | 4.5 V | 0.7359 | 1 | 0.9263 | 0.9134 | 6.0 V | 0.7430 | 0.5556 | 0.9319 | 0.6494 | 4 | Kurtosis factor | 3.5 V | 0.3349 | 0.5556 | 0.9438 | 0.5282 | 0.4236 | 10 | 4.5 V | 0.3380 | 0.3333 | 0.7947 | 0.3809 | 6.0 V | 0.3179 | 0.3333 | 0.6620 | 0.3616 | 5 | Waveform factor | 3.5 V | 0.5856 | 0.3333 | 0.9987 | 0.4756 | 0.6896 | 4 | 4.5 V | 0.7208 | 0.7778 | 0.9962 | 0.7825 | 6.0 V | 0.8182 | 0.7778 | 0.9858 | 0.8107 | 6 | Clearance factor | 3.5 V | 0.8603 | 1 | 0.9436 | 0.9525 | 0.8961 | 1 | 4.5 V | 0.8570 | 1 | 0.9460 | 0.9517 | 6.0 V | 0.7649 | 0.7778 | 0.8804 | 0.7842 | 7 | Frequency center | 3.5 V | 0.6258 | 0.5556 | 0.8631 | 0.6074 | 0.6260 | 5 | 4.5 V | 0.6474 | 0.5556 | 0.7387 | 0.6014 | 6.0 V | 0.8213 | 0.5556 | 0.8940 | 0.6691 | 8 | Frequency variance | 3.5 V | 0.6124 | 0.5556 | 0.8679 | 0.6039 | 0.6194 | 6 | 4.5 V | 0.6907 | 0.5556 | 0.7590 | 0.6164 | 6.0 V | 0.7157 | 0.5556 | 0.8978 | 0.6378 | 9 | HHT marginal energy (HME) | 3.5 V | 0.5675 | 0.5556 | 0.7430 | 0.5779 | 0.5057 | 9 | 4.5 V | 0.4637 | 0.5556 | 0.8415 | 0.5566 | 6.0 V | 0.3360 | 0.3333 | 0.8192 | 0.3827 | 10 | HHT marginal energy spectrum entropy (HMESE) | 3.5 V | 0.7513 | 0.7778 | 0.9545 | 0.7875 | 0.8569 | 2 | 4.5 V | 0.8404 | 1 | 0.9643 | 0.9486 | 6.0 V | 0.9094 | 0.7778 | 0.9518 | 0.8347 |
|
|