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Fig 1.

Dilated Convolutional Structure.

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Fig 2.

Structure of TCN.

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Fig 3.

Classification of Ensemble Learning.

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Fig 4.

Basic framework of stacking.

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Fig 5.

Bi-directional selection layer.

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Fig 6.

Structure of GRU.

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Fig 7.

Structure of TCN-GRU.

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Fig 8.

Research framework for BiStacking+TCN-GRU.

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Table 1.

Statistical results of raw data.

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Fig 9.

Correlation Heat Map.

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Fig 10.

The Impact of Feature Engineering on Prediction Results.

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Fig 11.

Comparison of evaluation metrics for the three models.

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Table 2.

Comparison of resource consumption of deep learning models.

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Fig 12.

Prediction Results of the BiStacking Model.

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Fig 13.

Evaluation Metrics for the BiStacking Model Experiment.

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Table 3.

Evaluation Metrics for the BiStacking Model Experiment.

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Fig 14.

Prediction Results of the TCN-GRU Model.

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Fig 15.

Evaluation Metrics for the TCN-GRU Model Experiment.

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Table 4.

Evaluation Metrics for the TCN-GRU Model Experiment.

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Fig 16.

Predictions of All Models.

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Fig 17.

Evaluation Metrics for All Models.

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Table 5.

Evaluation metrics for all models.

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Fig 18.

Error Bar Experiment.

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Fig 19.

Results of the robustness experiment.

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Fig 20.

Evaluation metrics of the robustness experiment.

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Table 6.

Evaluation metrics for the robustness experiment.

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