Traffic flow prediction on PeMS08 (test)
13.03MAESTEI-PCN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STEI-PCNprediction horizon (Tp)=62025.04 | 13.03 | 8.5 | 21.87 | |
| DTRformer2025.01 | 13.17 | 8.66 | 22.85 | |
| DTRformerprediction horizon (Tp)=62025.04 | 13.17 | 8.66 | 22.85 | |
| HTVGNNprediction horizon (Tp)=62025.04 | 13.28 | 8.65 | 22.83 | |
| STD-MAEprediction horizon (Tp)=62025.04 | 13.44 | 8.76 | 22.47 | |
| STAEformer2025.01 | 13.46 | 8.88 | 23.25 | |
| STAEformerprediction horizon (Tp)=62025.04 | 13.46 | 8.88 | 23.25 | |
| PDFormer2025.01 | 13.58 | 9.05 | 23.41 | |
| PDFormerprediction horizon (Tp)=62025.04 | 13.58 | 9.05 | 23.51 | |
| PDFormer2023.01 | 13.583 | 9.046 | 23.505 | |
| STWaveprediction horizon (Tp)=62025.04 | 13.69 | 9.4 | 23.47 | |
| STPGCNprediction horizon (Tp)=62025.04 | 13.81 | 9.06 | 23.58 | |
| STEPprediction horizon (Tp)=62025.04 | 14 | 9.5 | 23.41 | |
| D2STGNN2025.01 | 14.1 | 9.33 | 23.36 | |
| STID2025.01 | 14.21 | 9.27 | 23.28 | |
| STIDprediction horizon (Tp)=62025.04 | 14.21 | 9.24 | 23.57 | |
| GWNet2025.01 | 14.4 | 9.21 | 23.39 | |
| GWNprediction horizon (Tp)=62025.04 | 14.4 | 9.21 | 23.39 | |
| SVR2023.01 | 14.71 | 36.15 | 25.1 | |
| DGCRN2025.01 | 14.77 | 9.77 | 23.81 | |
| DGCRNprediction horizon (Tp)=62025.04 | 14.77 | 9.77 | 23.81 | |
| ASTGNN2023.01 | 14.974 | 9.489 | 24.71 | |
| GWNET2023.01 | 15.063 | 9.075 | 24.855 | |
| MTGNN2025.01 | 15.18 | 10.2 | 24.24 | |
| MTGNNprediction horizon (Tp)=62025.04 | 15.18 | 10.2 | 24.24 | |
| SSGCRTNprediction horizon (Tp)=62025.04 | 15.18 | 9.59 | 24.32 | |
| TFormer2023.01 | 15.192 | 9.925 | 24.883 | |
| DCRNN2025.01 | 15.22 | 10.21 | 24.17 | |
| DCRNNprediction horizon (Tp)=62025.04 | 15.22 | 10.21 | 24.17 | |
| LSTM2025.01 | 15.23 | 10.21 | 24.17 | |
| GMAN2023.01 | 15.307 | 10.134 | 24.915 | |
| GMAN2025.01 | 15.31 | 10.13 | 24.92 | |
| GMANprediction horizon (Tp)=62025.04 | 15.31 | 10.13 | 24.92 | |
| AGCRN2025.01 | 15.32 | 10.03 | 24.41 | |
| AGCRNprediction horizon (Tp)=62025.04 | 15.32 | 10.03 | 24.41 | |
| MTGNN2023.01 | 15.396 | 10.17 | 24.934 | |
| STNorm2025.01 | 15.41 | 9.76 | 24.77 | |
| STNormprediction horizon (Tp)=62025.04 | 15.41 | 9.76 | 24.77 | |
| STGNCDE2023.01 | 15.455 | 9.921 | 24.813 | |
| STTN2023.01 | 15.482 | 10.341 | 24.965 | |
| DSTAGNNprediction horizon (Tp)=62025.04 | 15.67 | 9.94 | 24.77 | |
| Z-GCNETsprediction horizon (Tp)=62025.04 | 15.76 | 10.01 | 25.11 | |
| STGCNprediction horizon (Tp)=62025.04 | 16.08 | 10.6 | 25.39 | |
| INDEQSouterOuter=Informed, Inner=AGC, #Params.=45,152, Train time=143.18 min ±1.45, Last improvement=169.00 ±11.202026.06 | 16.5 | — | — | |
| STG-NCDEOuter=Identity, Inner=AGC, #Params.=45,152, Train time=129.31 min ±1.04, Last improvement=183.00 ±3.942026.06 | 16.55 | — | — | |
| STFGNN2023.01 | 16.636 | 10.547 | 26.206 | |
| STFGCNprediction horizon (Tp)=62025.04 | 16.64 | 10.6 | 26.22 | |
| STGODE2025.01 | 16.81 | 10.62 | 25.97 | |
| STGODE2023.01 | 16.819 | 10.623 | 26.24 | |
| STSGCNprediction horizon (Tp)=62025.04 | 17.13 | 10.96 | 26.8 | |
| STSGCN2023.01 | 17.133 | 10.961 | 26.785 | |
| STGCN2023.01 | 17.838 | 11.983 | 27.122 | |
| DCRNN2023.01 | 18.185 | 11.281 | 28.176 | |
| ASTGCNprediction horizon (Tp)=62025.04 | 18.61 | 13.08 | 28.16 | |
| VAR2023.01 | 22.32 | 14.47 | 33.83 | |
| SVR2025.01 | 23.25 | 14.64 | 36.16 | |
| VAR2025.01 | 23.46 | 15.42 | 36.33 | |
| ARIMA2025.01 | 31.09 | 22.73 | 44.32 | |
| HI2025.01 | 36.66 | 21.63 | 50.45 | |
| DLinear2025.01 | 43.68 | 20.96 | 65.24 |