Multi-source data driven method for assessing the rock mass quality of a NATM tunnel face via hybrid ensemble learning models
Mingliang Zhou, Jiayao Chen, Hongwei Huang, Dongming Zhang, Shuai Zhao, Mahdi Shadabfar
Topics & Concepts
Rock mass classificationEnsemble learningNew Austrian Tunnelling methodRandom forestGradient boostingBoosting (machine learning)Rock mass ratingEnsemble forecastingArtificial intelligenceComputer sciencePerceptronMachine learningTree (set theory)Feature (linguistics)Data miningGeologyExcavationArtificial neural networkMathematicsGeotechnical engineeringMathematical analysisLinguisticsPhilosophyRock Mechanics and ModelingTunneling and Rock MechanicsGeotechnical Engineering and Analysis