1-step forecasting on UrbanEV Dataset
1.3115QS ScorePFGL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PFGLForecasting Method=STAGCN, FL Method=PFL2024.04 | 1.3115 | 13.6568 | 0.8343 | |
| GraphSAGE-FedAvgForecasting Method=GraphSAGE, FL Method=FedAvg2024.04 | 1.3156 | 14.6101 | 0.8345 | |
| CNFGNNForecasting Method=CNFGNN, FL Method=CNFGNN2024.04 | 2.3151 | 24.6905 | 0.8408 | |
| CentralForecasting Method=LSTM, FL Method=—2024.04 | 2.4116 | 6.0447 | 0.9019 | |
| GCRN-FedAvgForecasting Method=GCRN, FL Method=FedAvg2024.04 | 2.6515 | 28.5006 | 0.835 | |
| No FLForecasting Method=LSTM, FL Method=—2024.04 | 2.77 | 9.3043 | 0.8582 | |
| LSTM-PFLForecasting Method=LSTM, FL Method=PFL2024.04 | 3.0366 | 10.8336 | 0.8581 | |
| LSTM-FedAvgForecasting Method=LSTM, FL Method=FedAvg2024.04 | 3.058 | 7.2973 | 0.8597 | |
| LSTM-CNN-PFLForecasting Method=LSTM-CNN, FL Method=PFL2024.04 | 3.0787 | 11.488 | 0.8512 | |
| LSTM-FedProxForecasting Method=LSTM, FL Method=FedProx2024.04 | 3.0794 | 7.3984 | 0.8606 | |
| PAG-FedAvgForecasting Method=PAG, FL Method=FedAvg2024.04 | 3.5835 | 34.6497 | 0.7594 | |
| LSTM-CNN-FedAvgForecasting Method=LSTM-CNN, FL Method=FedAvg2024.04 | 3.7973 | 8.6662 | 0.8505 | |
| LSTM-pFedMeForecasting Method=LSTM, FL Method=pFedMe2024.04 | 4.0596 | 9.3959 | 0.8445 |