Research Article

Mass Laplacian Discriminant Analysis and Its Application in Gear Fault Diagnosis

Table 2

Data sampling strategy for different fault levels on four states.

Fault statusData grouping strategy based on working conditions

Normal gear240 sets of data (3 sensor signals × 80 sampling periods)
Pinion pitting60 groups (1 pitting pit)60 groups (2 pitting pits)60 groups (3 pitting pits)60 groups (4 pitting pits)
Large gear broken teeth48 groups (1/5 broken)48 groups (2/5 broken)48 groups (3/5 broken)48 groups (4/5 broken)48 groups (all broken)
Large gear broken + pitting48 groups (1/5 broken + 1 pitting pit)48 groups (2/5 broken + 2 pitting pits)48 groups (l 3/5 broken + 3 pitting pits)48 groups (4/5 broken + 4 pitting pits)48 groups (all broken + 4 pitting pits)