Table 5: F-measure comparison for each fault of the three classifiers in diagnostic performance.
FPNN FPSVM FSBELM
Fault 1 0.6451 0.8095 0.9632
Fault 2 0.7814 0.7308 0.9767
Fault 3 0.7615 0.9152 0.9589
Fault 4 0.8518 0.7979 0.9655
Fault 5 0.8802 0.8956 0.9634
Fault 6 0.9006 0.8323 0.9467
Fault 7 0.6852 0.9287 0.9645
Fault 8 0.8669 0.8761 0.9624
Fault 9 0.8558 0.9521 0.9604
Fault 10 0.6342 0.9680 0.9688
Fault 11 0.6145 0.8945 0.9735