Table 2 Measurement of the prediction accuracy of the proposed model for 6 air pollutants.
From: Prediction of air pollutant concentrations based on TCN-BiLSTM-DMAttention with STL decomposition
Air pollutant | \({\mathrm{PM}}_{2.5}\) | \({\mathrm{PM}}_{10}\) | \({\mathrm{SO}}_{2}\) | \({\mathrm{NO}}_{2}\) | \(\mathrm{CO}\) | \({\mathrm{O}}_{3}\) |
|---|---|---|---|---|---|---|
RMSE | 1.973 | 6.054 | 0.437 | 1.545 | 0.076 | 2.922 |
Air pollutant | \({\mathrm{PM}}_{2.5}\) | \({\mathrm{PM}}_{10}\) | \({\mathrm{SO}}_{2}\) | \({\mathrm{NO}}_{2}\) | \(\mathrm{CO}\) | \({\mathrm{O}}_{3}\) |
MAPE | 6.800% | 10.492% | 9.900% | 6.299% | 4.178% | 7.304% |
