Prediction of rock mass class ahead of TBM excavation face by ML and DL algorithms with Bayesian TPE optimization and SHAP feature analysis - Chen, Cheng; Seo, Hyungjoon (Acta geotechnica, 2023)
Keywords: Accuracy; Additives; Algorithms; Artificial neural networks; Bayesian analysis; Bayesian theory; Classifiers; Complex Fluids and Microfluidics; Data acquisition; Decision trees; Deep learning; Dredging; Engineering; Excavation; Foundations; Geoengineering; Geotechnical Engineering & Applied Earth Sciences; Hydraulics; Long short-term memory; Machine learning; Mathematical models; Model accuracy; Neural networks; Optimization; Outliers (landforms); Outliers (statistics); Parameters; Prediction models; Probability theory; Research Paper; Soft and Granular Matter; Soil Science & Conservation; Solid Mechanics; Support vector machines; Rock mass prediction; SHAP; Xgboost; Bayesian optimization; Ground condition prediction; TBM