Enhancing ground loss rate prediction in soft-soil shield tunneling: a synergistic approach of peck back analysis and eXtreme Gradient Boosting and bayesian optimization
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DOI: 10.1038/s41598-024-73025-3
Abstract: This study investigates the prediction of ground loss rate during soft-soil shield tunneling using Peck’s back analysis method and XGBoost model. Bayesian optimization is employed to determine optimal hyperparameters, ensuring comprehensive and efficient model tuning.… read more here.
Keywords: loss rate; ground loss; soft soil; peck back ... See more keywords