Novel Model Based on Stacked Autoencoders with Sample-Wise Strategy for Fault Diagnosis

Table 5

Detailed results of SAE-SWS-s in the TE process.

Fault Number	Training Accuracy (%)	Testing Accuracy (%)
IDV 1	99.23	99.13
IDV 2	97.02	96.38
IDV 4	99.11	97.75
IDV 5	99.70	99.25
IDV 6	99.70	86.25
IDV 7	100	99.88
IDV 8	95.53	45.13
IDV 10	94.64	43.88
IDV 11	83.33	69.13
IDV 12	94.64	76.75
IDV 13	97.62	20.50
IDV 14	95.53	95.13
IDV 16	97.92	83.25
IDV17	92.28	91.38
IDV 18	85.42	72.50
IDV 19	89.58	75.75
IDV 20	82.74	71.00
Normal	63.14	37.25