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 1 不同模型在2个数据集中的交通流预测准确度

Tab.1 Traffic flow prediction accuracy of different models in two datasets

模型 PeMSD4 PeMSD8 MAE RMSE MAPE MAE RMSE MAPE HA 31.483 49.091 0.235 28.103 42.632 0.199 SVR 28.435 41.478 0.214 20.126 28.987 0.145 LSTM 23.990 39.269 0.167 21.935 35.174 0.134 CNN_LSTM 22.382 36.455 0.150 21.090 32.910 0.131 TCN 23.061 36.034 0.149 19.220 30.160 0.118 ASTGCN 21.814 34.403 0.130 18.821 29.148 0.109 SCINet 20.131 31.927 0.125 16.498 25.709 0.102 MTPDI 14.855 23.635 0.115 11.467 17.352 0.076