Table 3.
Parameters of the proposed architecture.
| Hyperparameters Used by ML Classifiers | |
|---|---|
| ML Classifiers | Parameters Used |
| XGBoost | n_estimators: 100, learning_rate: 0.1, max_depth: 1 |
| RF | n_estimators: 200, max_depth: 5 |
| KNN | n_neighbors: 5, weights: ‘uniform’ |
| LR | random_state:1, solver: ‘lbfgs’, max_iter: 100 |
| SVM | gamma: ‘auto’, probability: True, kernel: [‘rbf’,‘linear’] |
| Communication Layer Parameters | |
| Frequency range | 75–110 GHz |
| Sub-carrier spacing | 240 KHz |
| Channel coding | Polar coding |
| Channel fading | com.Rayleigh fading channel |
| Modulation | OFDMA |
| Blockchain Layer Parameters | |
| Compiler language | Solidity |
| Network | Rinkeby’s |
| Environment | Remix VM |