A Comparison Study of Extreme Learning Machine and Least Squares Support Vector Machine for Structural Impact Localization

Table 1

Comparison among LSSVM, basic ELM (BELM), and kernel ELM (KELM) results.

Model	Training time (s)	Training error index (%)	Testing time (s)	Testing error index (%)
LSSVM	0.1438	0.0278	0.0098	0.7358
BELM	0.1248	0.0000	0.0468	3.8980
KELM	0.0134	2.0154	0.0007	0.7746