Research Article

Bearing Fault Diagnosis Based on Domain Adaptation Using Transferable Features under Different Working Conditions

Table 1

Description of the experimental setup.

Task 
of 
tests
Diagnose unlabeled test samples in test domain
Labeled training Unlabeled test Fault Fault
(training domain) (test domain) type size

1 L0,L1,L2,L3 L0 NO,IF, 0.007in
BF,OF
2 L0,L1,L2,L3 L1 NO,IF, 0.007in
BF,OF
3 L0,L1,L2,L3 L2 NO,IF, 0.007in
BF,OF
4 L0,L1,L2,L3 L3 NO,IF, 0.007in
BF,OF
5 L0,L1,L2,L3 L0 NO,IF, 0.014in
BF,OF
6 L0,L1,L2,L3 L1 NO,IF, 0.014in
BF,OF
7 L0,L1,L2,L3 L2 NO,IF, 0.014in
BF,OF
8 L0,L1,L2,L3 L3 NO,IF, 0.014in
BF,OF
9 L0,L1,L2,L3 L0 NO,IF, 0.021in
BF,OF
10 L0,L1,L2,L3 L1 NO,IF, 0.021in
BF,OF
11 L0,L1,L2,L3 L2 NO,IF, 0.021in
BF,OF
12 L0,L1,L2,L3 L3 NO,IF, 0.021in
BF,OF