Research Article
Deep Learning-Based Dynamic Stable Cluster Head Selection in VANET
Table 5
Comparison of various network parameters for different vehicular densities.
| Network parameters | Clusters | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
| Vehicular density: 200 | 12 | 17 | 1 | 5 | 19 | 40 | 65 | 10 | 5 | 8 | 7 | Energy (J) | 3.59 | 3.59 | — | 3.59 | 2.62 | 3.59 | 3.59 | 3.59 | 4.46 | 3.59 | 3.59 | PDR | 2 | 3 | 4 | 3 | 4 | 3 | 4 | 5 | 4 | 5 | 2 | PD (s) | 5.82 | 2.19 | 4.36 | 2.85 | 2.32 | 1.14 | 2.17 | 4.91 | 4.60 | 1.91 | 4.90 | Throughput (kbps) | 1.65 | 2.25 | 0.20 | 1.54 | 2.35 | 2.24 | 1.72 | 1.07 | 1.40 | 2.11 | 1.18 |
| Vehicular density: 400 | 15 | 18 | 141 | 80 | 50 | 19 | 12 | 71 | 17 | 33 | 12 | Energy (J) | 3.59 | 3.59 | 3.59 | 5.36 | 2.62 | 1.15 | 3.59 | 3.59 | 1.77 | 3.59 | 3.59 | PDR | 1 | 3 | 2 | 5 | 2 | 1 | 3 | 4 | 2 | 3 | 2 | PD (s) | 1.51 | 1.36 | 4.89 | 2.31 | 3.09 | 3.76 | 1.82 | 6.64 | 1.24 | 1.36 | 1.69 | Throughput (kbps) | 2.02 | 1.93 | 8.26 | 4.81 | 2.78 | 2.95 | 1.32 | 1.51 | 1.11 | 1.55 | 1.32 |
| Vehicular density: 600 | 21 | 19 | 21 | 30 | 85 | 100 | 29 | 212 | 45 | 10 | 28 | Energy (J) | 3.59 | 3.59 | 3.59 | 8.78 | 2.62 | 1.75 | 3.59 | 3.59 | 1.77 | 3.59 | 3.59 | PDR | 4.04 | 5.29 | 2.18 | 1.30 | 2.27 | 3.50 | 2.04 | 1.67 | 2.66 | 6.35 | 2.29 | PD (s) | 2 | 4 | 3 | 2 | 4 | 3 | 3 | 2 | 2 | 2 | 2 | Throughput (kbps) | 2.11 | 2.51 | 2.53 | 2.73 | 3.25 | 3.99 | 2.32 | 7.47 | 4.38 | 1.42 | 2.42 |
| Vehicular density: 800 | 35 | 135 | 40 | 30 | 50 | 145 | 45 | 96 | 110 | 62 | 52 | Energy (J) | 3.59 | 3.59 | 3.59 | 4.90 | 2.62 | 6.16 | 3.59 | 3.59 | 6.82 | 3.59 | 3.59 | PDR | 3 | 1 | 2 | 5 | 4 | 3 | 1 | 3 | 3 | 3 | 3 | PD (s) | 8.16 | 2.05 | 2.21 | 3.67 | 2.48 | 2.95 | 1.38 | 2.34 | 7.12 | 6.27 | 1.13 | Throughput (kbps) | 1.05 | 7.59 | 1.82 | 1.25 | 2.00 | 7.07 | 2.19 | 6.13 | 4.45 | 2.33 | 2.34 |
| Vehicular density: 1,000 | 25 | 45 | 42 | 45 | 152 | 22 | 170 | 145 | 89 | 170 | 95 | Energy (J) | 14.37 | 1.39 | 4.307 | 204.07 | 0.91 | 140.74 | 77.86 | 1.39 | 1.39 | 79.95 | 0.65 | PDR | 1 | 0.31 | 1.41 | 0.70 | 1.26 | 1.04 | 1.33 | 0.66 | 0.9 | 1 | 0 | PD (s) | 0.87 | 1.86 | 2.70 | 1.33 | 0.05 | 1.96 | 4.12 | 3.06 | 3.35 | 1.88 | 2.54 | Throughput (kbps) | 0.13 | 1.25 | 1.35 | 1.35 | 2.05 | 0.57 | 2.27 | 2.57 | 1.93 | 2.45 | 1.93 |
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