Research Article

Multiclass Incremental Learning for Fault Diagnosis in Induction Motors Using Fine-Tuning with a Memory of Exemplars and Nearest Centroid Classifier

Table 6

Average accuracy and standard deviation (SD) for MCIL methods over CWRU, using a different number of incremental phases of exemplars.

1 phase4 phases8 phases

FT + R91.65  03.4083.90  03.4481.22  04.2298.65  01.0098.86  00.96
FT + NCC + H97.92 01.1894.77 00.8893.36 01.9699.13 00.5499.25 00.39
Full100.0  0.00

Best results are boldfaced for each setting.