PSO–SOM Neural Network Algorithm for Series Arc Fault Detection

Table 2

Frequency domain feature values of lamp and inductor in series load circuit.

Load name	Mean amplitude of fault current (%)	Mean amplitude of normal current (%)	Frequency range/Hz
Lamp and inductor in series	0.0318	0.0194	0–200
	0.0124	0.0005	200–400
	0.0129	0.0007	400–600
	0.0120	0.0015	600–800
	0.0115	0.0007	800–1000
	0.0108	0.0014	1000–1200
	0.0106	0.0010	1200–1400
	0.0078	0.0016	1400–1600
	0.0082	0.0011	1600–1800
	0.0064	0.0009	1800–2000