Gearbox Fault Identification and Classification with Convolutional Neural Networks

Table 6

Parameters tuning of the architecture of CNN.

Number	Architecture of CNN						Classification rate	Time (s/epoch)
	#1		6	2	12	2			5	86.73%	11.6 s
#2		8	2	8	2	5	88.48%	12.8 s
#3		12	2	12	2	5	92.50%	21.7 s
#4		8	4	—	—	5	86.71%	8.00 s
#5		6	2	12	2	5	90.23%	3.90 s
#6		8	2	8	2	5	89.50%	3.80 s
#7		6	2	6	1	5	95.71%	2.40 s
#8		6	1	6	1	5	98.77%	4.50 s
#9		6	2	—	—	5	96.71%	1.04 s
#10		8	2	—	—	5	98.35%	1.30 s
#11		12	2	—	—	5	98.20%	2.02 s