Research Article

A Signal Based Triangular Structuring Element for Mathematical Morphological Analysis and Its Application in Rolling Element Bearing Fault Diagnosis

Table 2

Details of data sets A, B, and C.

Data setThe number of 
training samples
The number of 
test samples
Defect size 
(inches)
Operating condition

A10100Normal
10100.007Inner race fault
10100.007Ball fault
10100.007Outer race fault (at 6:00)
10100.007Outer race fault (at 3:00)
10100.007Outer race fault (at 12:00)

B10100Normal
10100.021Inner race fault
10100.021Ball fault
10100.021Outer race fault (at 6:00)
10100.021Outer race fault (at 3:00)
10100.021Outer race fault (at 12:00)

C10100Normal
10100.007Inner race fault
10100.007Ball fault
10100.007Outer race fault (at 6:00)
10100.007Outer race fault (at 3:00)
10100.007Outer race fault (at 12:00)
10100.021Inner race fault
10100.021Ball fault
10100.021Outer race fault (at 6:00)
10100.021Outer race fault (at 3:00)
10100.021Outer race fault (at 12:00)