Physics-Guided Machine Learning and Deep Neural Networks for Accurate and Robust Heat Transfer Predictions in Shell and Helical Coil Heat Exchangers
Ali Hussein Abdulkarim, Orhan Nooruldeen, Ahmed Ghareeb, Dogan Akgul, Hatice Mercan, Ahmet Selim Dalkilic
Topics & Concepts
Artificial neural networkArtificial intelligenceHeat exchangerMachine learningHyperparameterSupport vector machineHeat transferAlgorithmNusselt numberCurvatureComputer scienceRobustness (evolution)MathematicsHeat capacityElectromagnetic coilLeverage (statistics)EngineeringReynolds numberHyperparameter optimizationApplied mathematicsTransfer of learningTaguchi methodsThermalRange (aeronautics)Benchmark (surveying)Deep learningData-drivenHeat Transfer MechanismsNanofluid Flow and Heat TransferHeat Transfer and Optimization