Modern Machine Learning Techniques for Univariate Tunnel Settlement Forecasting: A Comparative Study

Figure 2

Rolling window size determines the length of effective source data samples in the training dataset. For all machine learning techniques, a rolling window size must be specified for best prediction performance.