Research Article

Rolling Bearing Fault Diagnosis Based on MFDFA-SPS and ELM

Table 3

Average runtime and recognition accuracy of five methods.

AlgorithmAverage runtime (s)Average recognition accuracy (%)

MFDFA + ELM54.4192.46
SPS + ELM2.0580.83
MFDFA-SPS + ELM54.5699.25
MFDFA-SPS + LSSVM55.5295
MFDFA-SPS + SVM54.2295.71