PM<sub>2.5</sub> concentration 7-day prediction in the Beijing-Tianjin-Hebei region using a novel stacking framework.

In comparison, the LSTM model, which employed three gating structures for time-series prediction, yielded results that were more consistent and exhibited an overall trend that was similar to that of the measured data.

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