├── README.md ├── ResLSTM.py ├── adjacency.csv ├── data ├── inflowdata │ ├── in_10min.csv │ ├── in_15min.csv │ └── in_30min.csv ├── meteorology │ ├── 10 min after normolization.csv │ ├── 15 min after normolization.csv │ └── 30 min after normolization.csv └── outflowdata │ ├── out_10min.csv │ ├── out_15min.csv │ └── out_30min.csv ├── final result ├── 10 │ ├── 160-Average_train_time.txt │ ├── 160-MAE_ALL.txt │ ├── 160-R2_ALL.txt │ ├── 160-RMSE_ALL.txt │ ├── 160-WMAPE_ALL.txt │ ├── 160-Y_test_original.csv │ ├── 160-predictions.csv │ ├── MAE_merge.txt │ ├── R2_merge.txt │ ├── RMSE_merge.txt │ ├── WMAPE_merge.txt │ ├── Y_test_original.csv │ └── predictions.csv ├── 15 │ ├── 250-Average_train_time.txt │ ├── 250-MAE_ALL.txt │ ├── 250-R2_ALL.txt │ ├── 250-RMSE_ALL.txt │ ├── 250-WMAPE_ALL--------100batchsize.txt │ ├── 250-Y_test_original.csv │ ├── 250-predictions.csv │ ├── MAE_merge.txt │ ├── R2_merge.txt │ ├── RMSE_merge.txt │ ├── WMAPE_merge.txt │ ├── Y_test_original.csv │ └── predictions.csv ├── 30 │ ├── 310-Average_train_time.txt │ ├── 310-MAE_ALL.txt │ ├── 310-R2_ALL.txt │ ├── 310-RMSE_ALL.txt │ ├── 310-WMAPE_ALL.txt │ ├── 310-Y_test_original.csv │ └── 310-predictions.csv ├── merge 10 min to 30 min.py └── merge 15 min to 30 min.py ├── load_data.py ├── metrics.py ├── model.png └── pictures ├── Comparison of original and improved residual blocks.png ├── Dimensions of tensors flowing in residual block.png ├── GCN.png ├── MAE.png ├── Model comparison.jpg ├── Model structure.png ├── RMSE.png ├── Residual block.png └── WMAPE.png /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JinleiZhangBJTU/ResNet-LSTM-GCN/HEAD/README.md -------------------------------------------------------------------------------- /ResLSTM.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JinleiZhangBJTU/ResNet-LSTM-GCN/HEAD/ResLSTM.py 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https://raw.githubusercontent.com/JinleiZhangBJTU/ResNet-LSTM-GCN/HEAD/data/outflowdata/out_30min.csv -------------------------------------------------------------------------------- /final result/10/160-Average_train_time.txt: -------------------------------------------------------------------------------- 1 | 1.044344057273864746e+04 2 | -------------------------------------------------------------------------------- /final result/10/160-MAE_ALL.txt: -------------------------------------------------------------------------------- 1 | 1.663181633482324528e+01 2 | -------------------------------------------------------------------------------- /final result/10/160-R2_ALL.txt: -------------------------------------------------------------------------------- 1 | 9.538178615778284408e-01 2 | -------------------------------------------------------------------------------- /final result/10/160-RMSE_ALL.txt: -------------------------------------------------------------------------------- 1 | 2.836610131201510754e+01 2 | -------------------------------------------------------------------------------- /final result/10/160-WMAPE_ALL.txt: -------------------------------------------------------------------------------- 1 | 9.352245397236745583e-02 2 | -------------------------------------------------------------------------------- /final result/10/160-Y_test_original.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JinleiZhangBJTU/ResNet-LSTM-GCN/HEAD/final result/10/160-Y_test_original.csv -------------------------------------------------------------------------------- /final result/10/160-predictions.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JinleiZhangBJTU/ResNet-LSTM-GCN/HEAD/final result/10/160-predictions.csv -------------------------------------------------------------------------------- /final result/10/MAE_merge.txt: -------------------------------------------------------------------------------- 1 | 3.522391304347825525e+01 2 | -------------------------------------------------------------------------------- /final result/10/R2_merge.txt: -------------------------------------------------------------------------------- 1 | 9.719164890119705857e-01 2 | -------------------------------------------------------------------------------- /final result/10/RMSE_merge.txt: -------------------------------------------------------------------------------- 1 | 6.154581504778761314e+01 2 | -------------------------------------------------------------------------------- /final result/10/WMAPE_merge.txt: -------------------------------------------------------------------------------- 1 | 6.633305162662697652e-02 2 | -------------------------------------------------------------------------------- /final result/10/Y_test_original.csv: -------------------------------------------------------------------------------- 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