Research Article

Intelligent Diagnosis of Bogie Traction Seat Based on PCA-OVO and SVM Optimized by Modified Arithmetic Optimization Algorithm

Table 3

The time domain characteristic parameter values of some samples.

StateNormalSmall crackLarge crack

Sample groupN1N2N3S1S2S3L1L2L3
Mean−2.111−2.108−2.022−2.022−2.449−2.336−0.095−0.079−0.114
MSE56.02256.17556.035584.316583.275583.4323.8343.8393.837
Energy1.882e + 061.892e + 061.883e + 062.045e + 082.037e + 082.038e + 088.814e + 038.835e + 038.827e + 03
Crest factor1.4901.4751.4781.4871131.4881.4882.7862.5842.546
Kurtosis1.4751.4741.4771.6031.6041.6023.5663.5663.103
Partial degrees−0.066−0.070−0.0700.2750.2760.2780.4630.0650.294
Peak90.53988.70886.877960.462958.936958.93611.14810.53810.538
166.931165.710165.7101736.4501735.5341735.84021.36219.83619.531
RMS65.80265.98965.818753.251751.858752.0674.0444.0494.047
Peak factor1.3751.3441.3191.2751.2751.2752.6202.6202.756
Pulse factor−42.872−42.076−41.367−474.941−391.560−410.747−130.802−121.590−116.343
Margin factor1.9451.9091.8761.9982.0132.0084.0364.0554.477
Waveform factor−31.159−31.300−31.340−474.941−307.004−321.933−49.919−46.407−42.201