Compound Fault Diagnosis for Gearbox Based Using of Euclidean Matrix Sample Entropy and One-Dimensional Convolutional Neural Network

Table 5

The accuracy and loss rate of 1-D CNN.

Method	Fault detection
	Train-acc	Val-acc	Train-loss	Val-loss
CNN	72.68	66.37	3.21	3.76
LMD-CNN	36.67	35.21	7.68	8.24
EMD-CNN	61.37	46.32	0.91	1.39
LMD-PF2-CNN	99.21	99.07	0.07	0.11
LMD-SoftMax CNN	100.00	99.97	0.03	0.06