A real-time prediction model for tunnel rock strength using geological drilling data and physics-informed neural networks
Qi Zhang, Hao Liu, Liping Li, Yang Li, Zhihui Liu, Zizheng Sun, Zizheng Sun
Topics & Concepts
DrillingArtificial neural networkTunnel boring machineSupport vector machineGeneralizationGeologyCompressive strengthMeasurement while drillingEngineeringGeotechnical engineeringPerceptronMultilayer perceptronProcess (computing)AlgorithmArtificial intelligenceStability (learning theory)Computer scienceExperimental dataBoosting (machine learning)Machine learningStructural engineeringExtreme learning machineMining engineeringTest dataEllipsoidData miningPredictive modellingRock Mechanics and ModelingTunneling and Rock MechanicsDrilling and Well Engineering