PSO–SOM Neural Network Algorithm for Series Arc Fault Detection

Table 3

Frequency domain feature values of lamp load circuit.

Load name	Mean amplitude of fault current (%)	Mean amplitude of normal current (%)	Frequency range/Hz
Lamp	3.7304	2.9273	0–200
	0.9459	0.0210	200–400
	0.5663	0.0911	400–600
	0.4564	0.0758	600–800
	0.2605	0.0204	800–1000
	0.2916	0.0973	1000–1200
	0.2300	0.0542	1200–1400
	0.1797	0.0569	1400–1600
	0.2215	0.0611	1600–1800
	0.1782	0.0290	1800–2000