Modules

PeMS04

PeMS07

PeMS08

MAE

RMSE

MAPE

MAE

RMSE

MAPE

MAE

RMSE

MAPE

HA

38.03

59.24

33.78%

45.12

65.64

24.51%

34.86

59.24

27.88%

VAR

24.54

38.61

17.24%

50.22

75.63

32.22%

19.19

29.81

13.10%

SVR

28.70

44.56

19.20%

32.49

50.22

14.26%

23.25

36.16

14.64%

LSTM

26.77

40.65

18.23%

29.98

45.94

13.20%

23.09

35.17

14.99%

STGCN

21.16

34.89

13.83%

25.33

39.34

11.21%

17.50

27.09

11.29%

DCRNN

21.22

33.44

14.17%

25.22

38.61

11.82%

16.82

26.36

10.92%

AGCRN

19.83

32.26

12.97%

22.37

36.55

9.12%

15.95

25.22

10.09%

GWN

19.36

31.72

13.31%

21.22

34.12

9.07%

15.07

23.85

9.51%

STSGCN

21.19

33.65

13.90%

24.26

39.03

10.21%

17.13

26.80

10.96%

ASTGNN

18.60

30.91

12.36%

20.62

34.00

8.86%

15.00

24.70

9.50%

SCINet

19.21

31.28

12.05%

21.56

34.37

9.03%

15.76

24.65

10.01%

Our apporaches

18.55

30.58

12.89%

20.14

33.37

8.67%

13.52

23.16

9.28%