Station

Station 4

Station 18

Station 30

指标

RMSE

R2

MAE

WMAPE

RMSE

R2

MAE

WMAPE

RMSE

R2

MAE

WMAPE

XGBoost

42.087

0.992

27.479

0.072

53.127

0.990

33.847

0.075

19.422

0.983

14.409

0.101

Random Forest

58.129

0.982

39.967

0.104

114.367

0.954

70.772

0.157

21.791

0.979

17.125

0.117

LSTM

47.464

0.988

30.630

0.080

86.312

0.974

47.905

0.106

18.509

0.985

14.716

0.101

CNN

46.200

0.988

29.496

0.077

63.543

0.986

39.538

0.088

20.489

0.981

29.496

0.077

GCN

43.169

0.989

29.053

0.076

72.982

0.981

41.733

0.093

19.197

0.983

14.435

0.101

GCN-CNN

41.386

0.991

25.565

0.067

37.533

0.995

26.535

0.059

15.997

0.988

12.245

0.085