Table 4 Simulation parameters.
Bounds | Requirements |
|---|---|
Number of individuals | 1700 to 5000 |
Communication intervals | 10 to 70 s |
Number of categories | 4 |
Total control units | 2 |
Operating system | Windows 10 and above |
Platform | MATLAB and machine learning toolbox |
Version (MATLAB) | 2020 and above |
Version (Machine learning toolbox) | 1.2.4 |
Applications | Identification of learning capabilities of individuals and separate learning approach |
Learner classification algorithm | |
Number of cluster | 4 |
Initialization method | K-Means |
Convergence tolerance | \(\:{10}^{-4}\) |
Adaptive scheduling algorithm | |
Scheduling interval | 5 to 20 s |
Percentage of packet loss | 0.1% |
Transmission rate (adjustment) | Adaptive in nature |
Error minimization algorithm | |
Rate of retransmissions | 714 MB |
Latency | 0.1 s |
