6-step forecasting on UrbanEV Dataset
2.3077QSPFGL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PFGLForecasting Method=STAGCN, FL Method=PFL2024.04 | 2.3077 | 23.5551 | 79.44 | |
| GraphSAGE-FedAvgForecasting Method=GraphSAGE, FL Method=FedAvg2024.04 | 2.3674 | 24.6129 | 79.25 | |
| GCRN-FedAvgForecasting Method=GCRN, FL Method=FedAvg2024.04 | 3.4435 | 33.8083 | 78.87 | |
| CNFGNNForecasting Method=CNFGNN, FL Method=CNFGNN2024.04 | 3.5114 | 32.0959 | 79.22 | |
| PAG-FedAvgForecasting Method=PAG, FL Method=FedAvg2024.04 | 3.5761 | 34.018 | 72.84 | |
| CentralForecasting Method=LSTM, FL Method=—2024.04 | 4.4774 | 9.0636 | 56.33 | |
| No FLForecasting Method=LSTM, FL Method=—2024.04 | 5.4571 | 13.452 | 82.33 | |
| LSTM-CNN-PFLForecasting Method=LSTM-CNN, FL Method=PFL2024.04 | 6.02 | 24.9813 | 83.66 | |
| LSTM-PFLForecasting Method=LSTM, FL Method=PFL2024.04 | 6.1087 | 17.9927 | 78.81 | |
| LSTM-FedAvgForecasting Method=LSTM, FL Method=FedAvg2024.04 | 6.1992 | 14.8294 | 84.38 | |
| LSTM-FedProxForecasting Method=LSTM, FL Method=FedProx2024.04 | 6.3469 | 14.8578 | 84.21 | |
| LSTM-CNN-FedAvgForecasting Method=LSTM-CNN, FL Method=FedAvg2024.04 | 6.741 | 15.6433 | 83.45 | |
| LSTM-pFedMeForecasting Method=LSTM, FL Method=pFedMe2024.04 | 7.1868 | 17.246 | 81.01 |