Research Article

Comparison of Methodologies for the Detection of Multiple Failures Using Acoustic Images in Fan Matrices

Table 4

SVM accuracy rates of the detection methodologies.

MethodologySVMAccuracy rate (%)
# classifiers# classes

One faulty fan detection
 One faulty fan validation11095.6
 Two faulty fan validation(10.6–48.3)

Working situation detection
 512 working situations151245.3

Individual faulty fan detection
 Individual SVM classifier92(90.7–99.4)
 512 working situations65.7
 Two faulty fans situations87.9