EV Demand Forecasting on Palo Alto Step 1
2.9718Average Quality ScoreLSTM-pFedMe
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| LSTM-pFedMeForecasting Model=LSTM, FL Method=pFedMe2024.04 | 2.9718 | 3.1545 | 3.8881 | 2.941 | 2.941 | 3.4927 | 4.2935 | 2.0946 | 1.6871 | 37.5 | |
| LSTM-FedAvgForecasting Model=LSTM, FL Method=FedAvg2024.04 | 2.9467 | 3.3085 | 3.5621 | 2.8975 | 2.1461 | 3.6088 | 4.1508 | 1.9084 | 1.9912 | 25 | |
| PAG-FedAvgForecasting Model=PAG, FL Method=FedAvg2024.04 | 2.8652 | 3.1271 | 3.1644 | 2.5009 | 2.7687 | 3.4351 | 3.4793 | 2.3202 | 2.1262 | 100 | |
| No_FLForecasting Model=LSTM, FL Method=—2024.04 | 2.8489 | 3.2895 | 3.3887 | 2.6677 | 2.2182 | 3.4256 | 3.4951 | 2.5997 | 1.7068 | 0 | |
| LSTM-FedProxForecasting Model=LSTM, FL Method=FedProx2024.04 | 2.8232 | 3.1762 | 3.4618 | 2.845 | 2.0741 | 3.4641 | 4.0076 | 1.8764 | 1.6804 | 50 | |
| LSTM-PFLForecasting Model=LSTM, FL Method=PFL2024.04 | 2.819 | 3.1057 | 3.5875 | 2.7625 | 2.0527 | 3.488 | 3.7674 | 2.0447 | 1.7433 | 37.5 | |
| GraphSAGE-FedAvgForecasting Model=GraphSAGE, FL Method=FedAvg2024.04 | 2.7356 | 3.1006 | 3.2135 | 2.439 | 2.2346 | 3.4751 | 3.3365 | 2.3352 | 1.7506 | 100 | |
| CNFGNNForecasting Model=CNFGNN, FL Method=CNFGNN2024.04 | 2.717 | 3.1372 | 3.1707 | 2.4386 | 2.0509 | 3.5784 | 3.3498 | 2.2508 | 1.7596 | 75 | |
| GCRN-FedAvgForecasting Model=GCRN, FL Method=FedAvg2024.04 | 2.7123 | 3.1325 | 3.1711 | 2.53 | 2.1211 | 3.5486 | 3.1869 | 2.3589 | 1.6494 | 100 | |
| LSTM-CNN-FedAvgForecasting Model=LSTM-CNN, FL Method=FedAvg2024.04 | 2.6978 | 3.1142 | 3.1183 | 2.4359 | 2.0102 | 3.4061 | 3.353 | 2.426 | 1.719 | 87.5 | |
| LSTM-CNN-PFLForecasting Model=LSTM-CNN, FL Method=PFL2024.04 | 2.66 | 2.955 | 3.2347 | 2.4363 | 2.0022 | 3.3019 | 3.3621 | 2.3433 | 1.6445 | 100 | |
| PFGLForecasting Model=STAGCN, FL Method=PFL2024.04 | 2.5847 | 2.9418 | 3.0921 | 2.2926 | 2.205 | 3.2676 | 3.1491 | 2.2324 | 1.4973 | 100 | |
| CentralForecasting Model=LSTM, FL Method=—2024.04 | 2.4308 | — | — | — | — | — | — | — | — | — | |
| PAG-FedAvgForecasting Model=PAG, FL Method=FedAvg2024.04 | 1.0071 | 0.969 | 1.1096 | 0.9104 | 1.1082 | 1.1308 | 1.1674 | 0.7648 | 0.8964 | 100 | |
| LSTM-FedProxForecasting Model=LSTM, FL Method=FedProx2024.04 | 0.9199 | 0.9916 | 1.1041 | 0.8417 | 0.7546 | 1.2224 | 0.9593 | 0.8029 | 0.6825 | 50 | |
| LSTM-FedAvgForecasting Model=LSTM, FL Method=FedAvg2024.04 | 0.9171 | 0.9842 | 1.0976 | 0.9069 | 0.7268 | 1.1435 | 1.0472 | 0.7699 | 0.6603 | 50 | |
| No_FLForecasting Model=LSTM, FL Method=—2024.04 | 0.9107 | 0.9973 | 1.1415 | 0.8761 | 0.7271 | 1.1348 | 1.0764 | 0.7285 | 0.6035 | 0 | |
| LSTM-pFedMeForecasting Model=LSTM, FL Method=pFedMe2024.04 | 0.9033 | 0.919 | 1.058 | 0.876 | 0.7653 | 1.2108 | 0.9414 | 0.7726 | 0.683 | 50 | |
| LSTM-PFLForecasting Model=LSTM, FL Method=PFL2024.04 | 0.8895 | 0.9706 | 1.0907 | 0.8604 | 0.7196 | 1.1055 | 1.033 | 0.7244 | 0.6117 | 87.5 | |
| LSTM-CNN-FedAvgForecasting Model=LSTM-CNN, FL Method=FedAvg2024.04 | 0.8823 | 0.967 | 1.0862 | 0.8445 | 0.7131 | 1.1492 | 1.011 | 0.701 | 0.5859 | 87.5 | |
| LSTM-CNN-PFLForecasting Model=LSTM-CNN, FL Method=PFL2024.04 | 0.8817 | 0.984 | 1.0697 | 0.844 | 0.7129 | 1.1502 | 1.0159 | 0.7044 | 0.5723 | 87.5 | |
| GCRN-FedAvgForecasting Model=GCRN, FL Method=FedAvg2024.04 | 0.8796 | 0.9549 | 1.0895 | 0.8587 | 0.7072 | 1.1079 | 1.0432 | 0.704 | 0.5711 | 100 | |
| CNFGNNForecasting Model=CNFGNN, FL Method=CNFGNN2024.04 | 0.8648 | 0.9251 | 1.0634 | 0.8406 | 0.6934 | 1.1053 | 1.0228 | 0.6939 | 0.5736 | 100 | |
| GraphSAGE-FedAvgForecasting Model=GraphSAGE, FL Method=FedAvg2024.04 | 0.8609 | 0.9463 | 1.0682 | 0.823 | 0.6961 | 1.0883 | 1.0041 | 0.6953 | 0.5664 | 100 | |
| PFGLForecasting Model=STAGCN, FL Method=PFL2024.04 | 0.8577 | 0.9215 | 1.0575 | 0.8295 | 0.6899 | 1.1216 | 1.0006 | 0.6892 | 0.552 | 100 | |
| CentralForecasting Model=LSTM, FL Method=—2024.04 | 0.8261 | — | — | — | — | — | — | — | — | — | |
| LSTM-pFedMeForecasting Model=LSTM, FL Method=pFedMe2024.04 | 0.8172 | 0.8286 | 0.8141 | 0.8141 | 0.7987 | 0.814 | 0.8666 | 0.7651 | 0.8224 | 37.5 | |
| GraphSAGE-FedAvgForecasting Model=GraphSAGE, FL Method=FedAvg2024.04 | 0.8145 | 0.809 | 0.8261 | 0.8328 | 0.7436 | 0.8132 | 0.8411 | 0.8089 | 0.841 | 37.5 | |
| LSTM-FedAvgForecasting Model=LSTM, FL Method=FedAvg2024.04 | 0.7942 | 0.8378 | 0.8468 | 0.8448 | 0.8218 | 0.8111 | 0.8995 | 0.464 | 0.8283 | 25 | |
| No FLForecasting Model=LSTM, FL Method=—2024.04 | 0.7929 | 0.8089 | 0.7804 | 0.7365 | 0.8007 | 0.7618 | 0.8219 | 0.8264 | 0.8066 | 0 | |
| LSTM-PFLForecasting Model=LSTM, FL Method=PFL2024.04 | 0.7909 | 0.5825 | 0.8483 | 0.846 | 0.7287 | 0.8132 | 0.8807 | 0.804 | 0.8237 | 37.5 | |
| GCRN-FedAvgForecasting Model=GCRN, FL Method=FedAvg2024.04 | 0.7808 | 0.8062 | 0.7605 | 0.8073 | 0.7847 | 0.8158 | 0.6988 | 0.7618 | 0.8111 | 0 | |
| LSTM-CNN-PFLForecasting Model=LSTM-CNN, FL Method=PFL2024.04 | 0.779 | 0.8138 | 0.8035 | 0.8035 | 0.6792 | 0.7057 | 0.7452 | 0.8483 | 0.8019 | 25 | |
| PFGLForecasting Model=STAGCN, FL Method=PFL2024.04 | 0.7763 | 0.7829 | 0.7836 | 0.7309 | 0.8096 | 0.7346 | 0.7821 | 0.799 | 0.7876 | 37.5 | |
| CNFGNNForecasting Model=CNFGNN, FL Method=CNFGNN2024.04 | 0.7755 | 0.803 | 0.7694 | 0.7515 | 0.7655 | 0.7846 | 0.7817 | 0.7886 | 0.7538 | 62.5 | |
| LSTM-CNN-FedAvgForecasting Model=LSTM-CNN, FL Method=FedAvg2024.04 | 0.7696 | 0.8312 | 0.8145 | 0.6424 | 0.7203 | 0.7672 | 0.7335 | 0.8362 | 0.8111 | 25 | |
| LSTM-FedProxForecasting Model=LSTM, FL Method=FedProx2024.04 | 0.7388 | 0.7795 | 0.8389 | 0.8322 | 0.4976 | 0.7898 | 0.7898 | 0.4595 | 0.821 | 25 | |
| PAG-FedAvgForecasting Model=PAG, FL Method=FedAvg2024.04 | 0.6376 | 0.7614 | 0.7439 | 0.5873 | 0.5145 | 0.7161 | 0.6194 | 0.6109 | 0.5474 | 0 | |
| CentralForecasting Model=LSTM, FL Method=—2024.04 | 0.6274 | — | — | — | — | — | — | — | — | — |