ISIJ International · 1999 · 18 citations · 2 references
Natural SciencesMaterials EngineeringMaterials ScienceMachine LearningMechanical Behavior Of MaterialsStatistical ModelingMechanical CharacterizationMechanical PropertiesNeural ModelingNeural NetworksSteel MaterialsTensile PropertiesMaterial Performance PredictionMaterials Property PredictionMechanical Properties Of SteelsMultivariate Data AnalysisNeural Network ClassificationNeural Network ModelingNeural Network PredictionTensile Strength Estimation
Both Neural networks NN and Multivariate Data Analysis MDA techniques were used to determine mechanical tensile properties of steels. NN apparently proved better in dealing with non-linearity effects and complex interactions between the predictors. However, MDA was found essential in improving the quality of the prediction and providing interpretation to the results from NN modelling.
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