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Real-Time prediction of wellbore temperatures in deep shale gas drilling using a combination of PINN and heat transfer models

Jiaohao Xie, Jie Zhang, Yuxin Cheng, Jiazheng Zhou, Xiang Li, Xin Li, Gezhen Mao

2025Applied Thermal Engineering11 citationsDOI

Topics & Concepts

Petroleum engineeringWellboreDrillingOil shaleHeat transferShale gasDrilling fluidEnvironmental scienceGeologyEngineeringMechanical engineeringWaste managementThermodynamicsPhysicsDrilling and Well EngineeringHydraulic Fracturing and Reservoir AnalysisHydrocarbon exploration and reservoir analysis
Real-Time prediction of wellbore temperatures in deep shale gas drilling using a combination of PINN and heat transfer models | Litcius