ZPA: A Smart Home Privacy Analysis System Based on ZigBee Encrypted Traffic

Table 9

Smart device state recognition model performance.

Smart device	State	5-fold cross-validation (%)
Jingdong-wireless smart socket	Status change (on/off)	97.66
Jingdong-body sensor	Someone passed	100
	No one passed
Jingdong-wireless switch	Click	100
Jingdong-door sensor	Status change (on/off)	100
Xiaomi-body sensor	Someone passed	99.80
	No one passed
Aqara-door sensor	Click	95.24
Aqara-vibration sensor	Shock	93.77
	Drop
	Tilt
Aqara-body sensor	Someone passed	100
	No one passed
Haiman-body sensor	Someone passed	99.33
	No one passed
Haiman-door sensor	Status change (on/off)	99.45
Huawei-body sensor	Someone passed	99.88
	No one passed
Huawei-door sensor	Status change (on/off)	98.85
Average		98.65