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. 2025 Jul 23;15:26732. doi: 10.1038/s41598-025-11072-0

Table 4.

Results of ablation experiments conducted on the dataset PEMS03, PEMS04 and PEMS08.

w/o TA w/o SA w/o CN w/o MP STGMS
PEMS03 RMSE 27.34 24.74 23.29 48.91 22.22
MAE 16.81 14.77 13.43 29.46 12.87
MAPE(%) 23.15 15.62 14.69 34.42 13.17
PEMS04 RMSE 29.94 26.95 26.35 45.19 24.48
MAE 19.73 17.24 16.93 29.88 14.89
MAPE(%) 14.40 11.31 11.17 21.15 10.86
PEMS08 RMSE 23.66 23.11 24.87 31.46 17.52
MAE 16.06 15.51 16.18 21.18 10.87
MAPE(%) 11.45 9.36 9.58 12.99 7.61