Table 5 Performance evaluation of different local server client models for energy consumption Prediction.
From: Enhancing smart city sustainability with explainable federated learning for vehicular energy control
Model | MSE ↓ (Lower is Better) | R2 ↑ (Higher is Better) | MAE ↓ (Lower is Better) | EVS ↑ (Higher is Better) |
|---|---|---|---|---|
MLP | 33.70 (✔ Best) | 0.9473 (✔ Best) | 4.07 (✔ Best) | 0.9479 (✔ Best) |
Decision Tree | 56.71 | 0.9113 | 4.58 | 0.9113 |
Elastic Net | 141.53 | 0.7787 | 8.37 | 0.7787 |
Orthogonal Matching Pursuit | 187.96 | 0.7061 | 9.75 | 0.7061 |
