A Roller Bearing Fault Diagnosis Method Based on LCD Energy Entropy and ACROA-SVM

Table 5

The identification result of SEED data set.

Method	Training samples	Test samples	𝐶	𝜎	Cost time (s)	Test error (%)
ACROA-SVM1	159	51	16356.01	4.31	238.06	0
ACROA-SVM2	106	34	186.05	4.85	135.07	0
GA-SVM1	159	51	180.1	1.01	549.44	3.92
GA-SVM2	106	34	180.28	2.27	484	0
PSO-SVM1	159	51	185.26	1.35	472.11	0
PSO-SVM2	106	34	178.23	1.89	383.45	0
SVM1	159	51	200	1	/	3.92
SVM2	106	34	200	1	/	0