Table 2 LULC change transition matrix showcasing percentage wise area changes(AC) in each class. Bold values (no change).
From: An improved transformer based traffic flow prediction model
| Â | Â | PEMS03 | Â | Â | PEMS04 | Â | Â | PEMS07 | Â | Â | PEMS08 | Â |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Â | MAE | RMSE | MAPE | MAE | RMSE | MAPE | MAE | RMSE | MAPE | MAE | RMSE | MAPE |
AGCRN | 15.25 | 26.65 | 15.88% | 19.44 | 31.25 | 13.40% | 20.56 | 34.41 | 8.77 | 15.32 | 24.99 | 10.03% |
STGCN | 15.83 | 27.51 | 16.13% | 19.57 | 31.39 | 13.44% | 21.77 | 35.31 | 9.24% | 16.08 | 25.39 | 10.61% |
GTS | 15.41 | 26.16 | 25.40% | 20.99 | 32.95 | 14.66% | 22.14 | 35.15 | 9.42% | 16.49 | 26.08 | 10.54% |
ASTGNN | 15.04 | 26.99 | 18.90% | 18.62 | 31.12 | 12.66% | 20.61 | 34.00 | 8.59% | 14.94 | 23.55 | 9.09% |
MTGNN | 16.07 | 25.77 | 14.66% | 19.07 | 31.56 | 12.96% | 21.01 | 34.17 | 9.09% | 15.93 | 24.89 | 10.18% |
STNorm | 15.32 | 25.90 | 14.40% | 18.96 | 30.98 | 12.77% | 20.60 | 34.69 | 8.88% | 15.15 | 24.19 | 10.13% |
HI | 32.62 | 49.89 | 30.60% | 42.35 | 61.66 | 29.92% | 49.03 | 71.18 | 22.75% | 36.66 | 50.44 | 21.63% |
GMAN | 16.87 | 27.92 | 18.23% | 19.11 | 31.58 | 13.16% | 20.97 | 34.10 | 9.05% | 15.31 | 24.92 | 10.12% |
DCRNN | 15.64 | 27.22 | 15.62% | 19.61 | 31.26 | 13.60% | 21.16 | 34.14 | 9.01% | 15.30 | 24.19 | 10.26% |
PDFormer | 14.97 | 25.41 | 15.88% | 18.36 | 30.03 | 12.01% | 19.97 | 32.97 | 8.55% | 13.63 | 23.41 | 9.11% |
DRFormer | 15.01 | 26.14 | 16.98% | 19.47 | 32.46 | 13.13% | 21.11 | 33.47 | 9.95% | 14.73 | 25.04 | 10.38% |
SGRU | 15.22 | 26.23 | 15.64% | 19.96 | 31.98 | 13.22% | 21.60 | 34.58 | 9.16% | 15.96 | 25.13 | 10.02% |
MFSTN | 18.63 | 27.77 | 16.30% | 22.08 | 33.49 | 15.49% | 23.02 | 35.98 | 10.29% | 17.26 | 26.11 | 13.01% |
IEEAformer | 15.00 | 25.37 | 15.17% | 18.22 | 30.31 | 11.99% | 19.11 | 32.60 | 8.01% | 13.49 | 23.20 | 8.89% |
