Using one-dimensional convolutional neural networks and data augmentation to predict thermal production in geothermal fields
Yunxing Yang, Yanjun Zhang, Yuxiang Cheng, Zhihong Lei, Xuefeng Gao, Yibin Huang, Yueqiang Ma
Topics & Concepts
Geothermal gradientGeneralizationComputer scienceConvolutional neural networkArtificial neural networkProcess (computing)Production (economics)Nonlinear systemData setField (mathematics)Data miningSet (abstract data type)Artificial intelligenceBoundary (topology)Machine learningMathematicsGeophysicsGeologyEconomicsProgramming languagePhysicsMathematical analysisPure mathematicsQuantum mechanicsMacroeconomicsOperating systemReservoir Engineering and Simulation MethodsHydraulic Fracturing and Reservoir AnalysisGeothermal Energy Systems and Applications