Research Article

Reliability Analysis with Multiple Dependent Features from a Vibration-Based Accelerated Degradation Test

Table 3

Feature evaluation results.

No.FeatureStressFitnessMean ()Rank

1Mean3.5 V0.24910.55560.95000.54250.51028
4.5 V0.16160.33330.98390.3469
6.0 V0.70320.55560.96820.6411
2Variance3.5 V0.60420.55560.85490.60010.53507
4.5 V0.48390.33330.78520.4237
6.0 V0.56340.55560.78920.5813
3Crest factor3.5 V0.86140.55560.98080.68980.75093
4.5 V0.735910.92630.9134
6.0 V0.74300.55560.93190.6494
4Kurtosis factor3.5 V0.33490.55560.94380.52820.423610
4.5 V0.33800.33330.79470.3809
6.0 V0.31790.33330.66200.3616
5Waveform factor3.5 V0.58560.33330.99870.47560.68964
4.5 V0.72080.77780.99620.7825
6.0 V0.81820.77780.98580.8107
6Clearance factor3.5 V0.860310.94360.95250.89611
4.5 V0.857010.94600.9517
6.0 V0.76490.77780.88040.7842
7Frequency center3.5 V0.62580.55560.86310.60740.62605
4.5 V0.64740.55560.73870.6014
6.0 V0.82130.55560.89400.6691
8Frequency variance3.5 V0.61240.55560.86790.60390.61946
4.5 V0.69070.55560.75900.6164
6.0 V0.71570.55560.89780.6378
9HHT marginal energy (HME)3.5 V0.56750.55560.74300.57790.50579
4.5 V0.46370.55560.84150.5566
6.0 V0.33600.33330.81920.3827
10HHT marginal energy spectrum entropy (HMESE)3.5 V0.75130.77780.95450.78750.85692
4.5 V0.840410.96430.9486
6.0 V0.90940.77780.95180.8347