Stable Test Records

DiDi Chengdu

Parameters for bulding graph

Notationexplanationvalue
TDthreshold of distance graph7500m
TIthreshold of interaction graph30
TCthreshold of correlation graph0.65

Parameters for building model

实验编号模型版本含义Test-RMSE值Test-MAPE
1AMulti-GCLSTM-V26.984100.35470
2AMulti-GCLSTM-V27.069710.36585
3AMulti-GCLSTM-V27.004030.34867
4AMulti-GCLSTM-V27.045570.34797
5AMulti-GCLSTM-V27.057170.36398
6AMulti-GCLSTM-V26.972870.34735
7AMulti-GCLSTM-V27.038850.35656
8AMulti-GCLSTM-V27.098940.36024
9AMulti-GCLSTM-V27.021470.33930
均值、标准差 均值 7.03252,标准差 0.03865 
平均耗时 0.5h~1.5h 

DiDi Xian

AMulti-GCLSTM-V2 多次实验结果,每次实验耗时 0.5h~1.5h

实验编号Test-RMSETest-MAPE
15.805020.36022
25.889700.35590
36.004120.45126
45.937980.37956
56.010640.39242
65.893090.40803
75.847860.35915
85.881880.36777
95.974070.42393
105.804970.37014

最终结果:Test-RMSE 均值 5.90493,标准差 0.07142

Metro Shanghai

AMulti-GCLSTM-V2 多次实验结果,每次实验耗时 6.5h~7.5h

实验编号Test-RMSETest-MAPE
1148.881040.13178
2149.583500.14325
3168.161620.14498
4155.887500.19575
5155.091710.18060
6166.133030.18040
7157.087990.15245

最终结果:Test-RMSE 均值 157.26091,标准差 6.90058

ChargeStation Beijing

AMulti-GCLSTM-V2 多次实验结果 (暂时只跑了4次),每次实验耗时约 10h

实验编号Test-RMSETest-MAPE
10.809540.22925
20.829560.23242
30.823930.22467
40.813600.22932

最终结果:Test-RMSE 均值 0.81915,标准差 0.0079745