Method of Series Arc Fault Detection Based on Phase Space Reconstruction and Convolutional Neural Network

Table 4

Accuracy of arc fault identification in series with different loads.

Load type	Air conditioner	Computer	Dimming lights	Fluorescent lamp 10 W	Fluorescent lamp 20 W	Fluorescent lamp 45 W	Fluorescent lamp 55 W	Fluorescent lamp 65 W	Fluorescent lamp 75 W	Hair dryer hot air	Hair dryer cold air	Induction cooker 2000 W	Kettle	Refrigerator	Vacuum cleaner
Accuracy rate (%)	93	97	98.2	97.8	99.8	99.6	99.8	99.8	99.6	94.2	99.8	99.8	100	97.6	98