5G Cognitive Radio Networks Using Reliable Hybrid Deep Learning Based on Spectrum Sensing

Table 12

Performance analysis of the different algorithms at 146–308 MHz and high SNR (0 db to 20 db).

Sl. no.	Algorithm details	Samples ( samples)	Performance metrics
			Sensing accuracy	Precision	Recall
01	LSTM-SS		0.881	0.811	0.81	0.1012	0.1002
02	PALM-SS
03	Hybrid ANN-SS		0.842	0.83	0.832	0.083	0.0823
04	Normal energy detectors-SS		0.821	0.81	0.823	0.088	0.087
05	RF-SS		0.782	0.782	0.78	0.088	0.0884
06	Proposed scheme		0.8	0.82	0.812	0.087	0.081