Research Article
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 |
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