A Multifault Diagnosis Method of Gear Box Running on Edge Equipment

Table 4

List of the highest test set accuracy achieved by each experiment.

Experiment	Data	Normalization	Accuracy of test set
			Using softmax	Using triplet loss
1	A	No	0.93942	0.9611
2	B	No	0.89214	0.9437
3	C	No	0.90307	0.9489
4	D	No	0.91742	0.9509
5	E	No	0.92573	0.9593
6	F	No	0.68717	0.8334
7	G	No	0.67384	0.8376
8	H	No	0.48658	0.8197
9	I	No	0.38966	0.8168
10	A	Yes	0.94668	0.9773
11	B	Yes	0.91268	0.9615
12	C	Yes	0.92335	0.9703
13	D	Yes	0.93611	0.9756
14	E	Yes	0.93282	0.9632
15	F	Yes	0.68371	0.9124
16	G	Yes	0.64178	0.9133
17	H	Yes	0.50438	0.9098
18	I	Yes	0.49335	0.9045

Underlined italic values indicate extreme cases in the experimental results, and they are explained in detail below.