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

Table 4

The identification result of THYROID data set.

Method	Training samples	Test samples	𝐶	𝜎	Cost time (s)	Test error (%)
ACROA-SVM1	162	53	214.09	4.91	187.51	7.55
ACROA-SVM2	142	43	226.97	1.06	91.814	4.65
GA-SVM1	162	53	245.62	2.98	1239.72	11.33
GA-SVM2	142	43	224.77	2.62	407.33	9.3
PSO-SVM1	162	53	248.73	3.01	1189.83	11.33
PSO-SVM2	142	43	226.18	2.75	397.25	9.3
SVM1	162	53	200	1	/	18.87
SVM2	142	43	200	1	/	18.61