多分辨率趋势周期解耦交互的交通流预测

侯越,王甜甜,张鑫,尹杰

Traffic flow forecasting with multi-resolution trend period decoupling interaction

Yue HOU,Tiantian WANG,Xin ZHANG,Jie YIN

表 4 在不同时间步下所提模型的消融实验结果

Tab.4 Ablation study results of proposed model at different time steps

模型 $\hat t$ = 5 min $\hat t $ = 30 min $\hat t $ = 60 min MAE RMSE MAPE MAE RMSE MAPE MAE RMSE MAPE MTPDI-M 13.712 21.332 0.087 16.550 25.949 0.100 18.241 28.582 0.113 MTPDI-P 13.034 20.387 0.083 13.518 21.357 0.085 13.936 21.364 0.091 MTPDI-I 28.642 41.012 0.176 35.128 49.738 0.214 39.669 56.188 0.237 MTPDI 9.091 13.485 0.061 12.469 18.972 0.082 13.041 19.209 0.086