RFID Scheme for IoT Devices Based on LSTM-CNN

Table 1

Comparison with other popular classification methods.

Schemes	RF data source	Model	Accuracy
Hossein et al. [13]	6 Zigbee devices (MICAz)	DNN	93.9%
		CNN	94%
		LSTM	73%
Wang et al. [14]	8 RF devices embedded in the NRF24LE1E chip	TL-LSTM	81%
Our scheme	16 USRP X310 devices (ORACLE)	LSTM-CNN	99.68%