Table 8 Performance comparison between training with and without DRDC (knew=3,V=2)
From: Adaptive modulation and coding in underwater acoustic communications: a machine learning perspective
DataIdx | DRDC | Accuracy (%) | Accuracy | Prediction | Reduced |
|---|---|---|---|---|---|
| Â | Â | Â | loss | speed (obs/sec) | complexity |
1 | Off | 89.2 | 4.5% | 5077 | 67.7% |
| Â | On | 84.7 | Â | 8512 | Â |
2 | Off | 89.3 | 0.9% | 3779 | 120.6% |
| Â | On | 88.4 | Â | 8337 | Â |
3 | Off | 90.1 | 3.6% | 2912 | 189.3% |
| Â | On | 86.5 | Â | 8424 | Â |
4 | Off | 89.0 | 2.5% | 2657 | 215.9% |
| Â | On | 86.5 | Â | 8393 | Â |
5 | Off | 90.1 | 1.6% | 2358 | 259.1% |
| Â | On | 88.5 | Â | 8467 | Â |
6 | Off | 89.6 | 1.8% | 2169 | 292.3% |
| Â | On | 87.8 | Â | 8509 | Â |
Mean | 2.5% | Â | 190.8% | ||