Figure 11
From: ANN deformation prediction model for deep foundation pit with considering the influence of rainfall
Comparisons of the actual and predicted low and high frequency components for the measuring points ZA5, ZA7 and ZA13. The decomposition results for the deformation curves of ZA5, ZA7 and ZA13 are shown in the figure. The actual decomposed components and the correspondingly predicted components for ZA5, ZA7 and ZA13 are also present in the figure. Assuming that the current moment was April 13th, 2021, and the rolling training and prediction was carried out on December 5th, 2020 to April 13th, 2021. Before April 13th, 2021, the next-day prediction values are present and after April 13th, 2021, the 15-day predication values are present in the figure. The figure shows that both the CNN and LSTM networks have high prediction accuracies.
