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.
| State | Normal | Small crack | Large crack |
| Sample group | N1 | N2 | N3 | S1 | S2 | S3 | L1 | L2 | L3 | Mean | −2.111 | −2.108 | −2.022 | −2.022 | −2.449 | −2.336 | −0.095 | −0.079 | −0.114 | MSE | 56.022 | 56.175 | 56.035 | 584.316 | 583.275 | 583.432 | 3.834 | 3.839 | 3.837 | Energy | 1.882e + 06 | 1.892e + 06 | 1.883e + 06 | 2.045e + 08 | 2.037e + 08 | 2.038e + 08 | 8.814e + 03 | 8.835e + 03 | 8.827e + 03 | Crest factor | 1.490 | 1.475 | 1.478 | 1.487113 | 1.488 | 1.488 | 2.786 | 2.584 | 2.546 | Kurtosis | 1.475 | 1.474 | 1.477 | 1.603 | 1.604 | 1.602 | 3.566 | 3.566 | 3.103 | Partial degrees | −0.066 | −0.070 | −0.070 | 0.275 | 0.276 | 0.278 | 0.463 | 0.065 | 0.294 | Peak | 90.539 | 88.708 | 86.877 | 960.462 | 958.936 | 958.936 | 11.148 | 10.538 | 10.538 | | 166.931 | 165.710 | 165.710 | 1736.450 | 1735.534 | 1735.840 | 21.362 | 19.836 | 19.531 | RMS | 65.802 | 65.989 | 65.818 | 753.251 | 751.858 | 752.067 | 4.044 | 4.049 | 4.047 | Peak factor | 1.375 | 1.344 | 1.319 | 1.275 | 1.275 | 1.275 | 2.620 | 2.620 | 2.756 | Pulse factor | −42.872 | −42.076 | −41.367 | −474.941 | −391.560 | −410.747 | −130.802 | −121.590 | −116.343 | Margin factor | 1.945 | 1.909 | 1.876 | 1.998 | 2.013 | 2.008 | 4.036 | 4.055 | 4.477 | Waveform factor | −31.159 | −31.300 | −31.340 | −474.941 | −307.004 | −321.933 | −49.919 | −46.407 | −42.201 |
|
|