Research Article
5G Cognitive Radio Networks Using Reliable Hybrid Deep Learning Based on Spectrum Sensing
Table 11
Performance analysis of the different algorithms at 22–9486 MHz and high SNR (0 db to 20 db).
| Sl. no. | Algorithm details | Samples ( samples) | Performance metrics | Sensing accuracy | Precision | Recall | | |
| 01 | LSTM-SS | | 0.662 | 0.622 | 0.62 | 0.1012 | 0.1002 | 02 | PALM-SS | | | | | | 03 | Hybrid ANN-SS | 0.622 | 0.63 | 0.632 | 0.063 | 0.0623 | 04 | Normal energy detectors-SS | 0.621 | 0.61 | 0.623 | 0.086 | 0.087 | 05 | RF-SS | 0.782 | 0.762 | 0.78 | 0.086 | 0.0862 | 06 | Proposed scheme | 0.8 | 0.82 | 0.812 | 0.087 | 0.082 |
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