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Deep learning models for efficient geotechnical predictions: reducing training effort and data requirements with transfer learning

Haoding Xu, Xuzhen He, Shaoheng Dai, Caihui Zhu, Feng Shan, Qin Zhao, Faning Dang, Daichao Sheng

2025Advanced Engineering Informatics7 citationsDOI

Topics & Concepts

Deep learningArtificial neural networkParametric statisticsTransfer of learningArtificial intelligenceComputer scienceMachine learningTraining (meteorology)Big dataData miningTraining setBoundary (topology)Image (mathematics)Data modelingParametric modelDeep neural networksBearing (navigation)Surrogate modelNetwork modelTransfer (computing)EngineeringPredictive modellingStability (learning theory)Pattern recognition (psychology)BackpropagationDrilling and Well EngineeringHydraulic Fracturing and Reservoir AnalysisRock Mechanics and Modeling
Deep learning models for efficient geotechnical predictions: reducing training effort and data requirements with transfer learning | Litcius