Gearbox Fault Identification and Classification with Convolutional Neural Networks

Table 8

Comparisons of classification rate with SVM using 20 test cases.

Number	1	2	3	4	5	6	7	8	9	10
CNN	91.4%	98.5%	97.1%	98.0%	98.4%	98.6%	97.2%	98.8%	97.4%	98.9%
SVM	73.8%	77.4%	65.9%	67.5%	65.5%	79.2%	69.1%	81.5%	66.8%	72.0%
Number	11	12	13	14	15	16	17	18	19	20
CNN	98.5%	98.7%	94.2%	97.7%	93.5%	98.7%	97.7%	94.7%	92.7%	97.4%
SVM	72.3%	66.4%	55.9%	64.7%	63.5%	67.0%	62.1%	61.3%	64.0%	60.9%
	Mean		Std.		Least		Most		Median
CNN	96.8%		2.57%		91.4%		98.9%		97.7%
SVM	67.8%		6.49%		55.9%		81.5%		66.8%