Research Article

Air Pollution Concentration Forecast Method Based on the Deep Ensemble Neural Network

Table 4

The accuracy comparisons of different models with different optimized algorithms.

ModelThe number of neurons of dense layersAlgorithmMAEMAPE

NN15SGD7.1322.38%
15Adam7.1119.89%
15Nadam6.7520.11%
RNN15SGD12.3332.45%
15Adam6.5716.77%
15Nadam6.5817.29%
LSTM15SGD11.1830.38%
15Adam6.4517.34%
15Nadam6.6717.47%
GRU15SGD9.1925.00%
15Adam6.5619.84%
15Nadam6.7019.98%