Research Article

Bearing Fault Diagnosis in the Mixed Domain Based on Crossover-Mutation Chaotic Particle Swarm

Table 3

Feature ranking.

ValueFeature order

0.1TF19, T4, F13, F14, F15, TF17, T12, TF18, TF20, TF25, T5, T1,
T2, TF24, TF23, TF22, TF21, TF16, T6, T8, T9, T3, T7, T10, T11

0.2TF19, T4, F13, F14, F15, TF17, T12, TF18, T8, T9, T3, T10, T11,
TF20, TF25, T5, T7, TF23, TF24, T1, T2, TF22, TF21, TF16, T6

0.3TF19, T4, F13, F14, F15, TF22, TF17, T3, T12, T2, T8, T9, TF18,
TF21, TF24, T7, TF16, TF20, TF25, T1, T5, T6, TF23, T10, T11

0.4TF19, T4, F13, F14, T11, TF17, TF24, TF21, T2, T8, T9, TF22,
TF23, F15, TF18, T1, T5, TF16, TF20, TF25, T3, T6, T7, T10, T12

0.5TF19, T4, F13, T11, TF16, TF17, T5, T6, TF21, TF22, TF24, F13,
TF20, T2, T3, F15, T8, F14, T7, T9, T10, T1, T12, TF23, TF18, TF25

0.6TF19, TF22, T9, T10, TF23, T4, T12, TF21,T8, TF20, TF24, T3,
T7, T8, TF16, T1, F13, T5, T2, F14, F15, T6, T11, TF17, TF18, TF25

0.7TF19, T11, TF17, T12, T10, TF22, T3, TF21, TF24, T7, T1, TF23,
T6, T2, F13, F14, F15, TF16, TF20, T4, T5, T8, T9, TF18, TF25

0.8TF19, T7, T11, T12, TF17, T10, TF21, T3, TF22, T1, TF23, TF24,
T6, T2, F13, F14, F15, TF16, TF20, T4, T5, T8, T9, TF18, TF25

0.9TF19, T7, T11, T12, TF17, TF21, T10, T3, TF24, T1, TF22, TF23
T6, T2, F13, F14, F15, TF16, TF20, T4, T5, T8, T9, TF18, TF25

1TF19, T7, T11, TF17, T12, TF21, T10, T3, T1, TF24, TF22, TF23,
T6, T2, F13, F14, F15, TF16, TF20, T4, T5, T8, T9, TF18, TF25