Research Article

Parameter-Adaptive VMD Method Based on BAS Optimization Algorithm for Incipient Bearing Fault Diagnosis

Table 8

The testing results of ELM.

MethodologyTesting errorTesting accuracy
NormalInner raceway faultOuter raceway faultRolling element faultTotal

The proposed method2/203/201/200/206/8092.5%
EMD2/205/202/200/209/8088.75%
Fixed-parameter VMD4/209/205/205/2023/8071.25%