Table 3 Comparison of fault diagnosis effects of different methods.

From: Research on diagnosis method of series arc fault of three-phase load based on SSA-ELM

 

15A

20A

Fluctuation

Diagnosis time/s

SSA-ELM

97.1%

99.1%

96.6%

36.249

GA-ELM

96.9%

98.4%

96.4%

42.359

PSO-ELM

96.7%

98.5%

96.4%

41.801

ELM

96.7%

97.5%

96.2%

33.162

SSA-SVM

97.7%

99%

95.2%

70.341

CV-SVM

96.3%

98%

95%

83.292