Research Article

KPCA and AE Based Local-Global Feature Extraction Method for Vibration Signals of Rotating Machinery

Table 7

Detail of datasets (the coding format is motor load-fault location-fault severity, for example, 1-IR-1 means the load is 1 hp, fault in inner race, and the fault width is 0.007 in).

Fault locationFault width (in)Motor load (hp)/motor rotation speed (r/min)
0/17971/17722/17503/1730

Inner race0.0070-IR-11-IR-12-IR-13-IR-1
0.0140-IR-21-IR-22-IR-23-IR-2
0.0210-IR-31-IR-32-IR-33-IR-3

Ball0.0070-BA-11-BA-12-BA-13-BA-1
0.0140-BA-21-BA-22-BA-23-BA-2
0.0210-BA-31-BA-32-BA-33-BA-3

Outer race0.0070-OR-11-OR-12-OR-13-OR-1
0.0140-OR-21-OR-22-OR-23-OR-2
0.0210-OR-31-OR-32-OR-33-OR-3

NormalNone0-normal1-normal2-normal3-normal