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A strategy combining machine learning and multiscale calculation to predict tensile strength for pearlitic steel wires with industrial data

Xue Jiang, Baorui Jia, Guofei Zhang, Cong Zhang, Xin Wang, Ruijie Zhang, Haiqing Yin, Xuanhui Qu, Yong Song, Lan Su, Zhenli Mi, Lei Hu, Han Ma

2020Scripta Materialia58 citationsDOI

Topics & Concepts

Ultimate tensile strengthMaterials scienceGradient boostingProcess (computing)Boosting (machine learning)Finite element methodMachine learningComputer scienceComposite materialStructural engineeringRandom forestOperating systemEngineeringMachine Learning in Materials ScienceMicrostructure and Mechanical Properties of SteelsMetallurgy and Material Forming
A strategy combining machine learning and multiscale calculation to predict tensile strength for pearlitic steel wires with industrial data | Litcius