A Novel Improved ELM Algorithm for a Real Industrial Application

Table 3

Comparison of results of different classifiers.

Subjects	Training sections		Testing sections
	Fault recognition rate (%)	Time (s)	Fault recognition rate (%)	Time (s)
R-ELM	96.15	0.0589	96.17	0.0312
BP	90.32	5.3280	90.44	2.1032
SVM	95.43	3.4320	95.30	1.3890
ELM	95.15	0.0156	94.83	0.0058