Science and Technology of Advanced Materials · 2020 · 14 citations · 12 references
Data-based SelectionEngineeringDynamic Constitutive BehaviorMechanical EngineeringStressstrain AnalysisHot WorkingGrade 91Solid MechanicsBayesian Free EnergyExperimental Creep CurvesConstitutive ModelingHigh Strength Low Alloy SteelPlasticityStructural MechanicsWork HardeningMechanics Of MaterialsMicrostructureHigh Strain Rate
There are two types of creep constitutive equation, one with a steady-state term (steady-state type) and the other with no steady-state term (non-steady-state type). We applied the Bayesian inference framework in order to examine which type is supported by experimental creep curves for a Grade 91 (Gr.91) steel. The Bayesian free energy was significantly lower for the steady-state type under all the test conditions in the ranges of 50-90 MPa at 923 K, 90-160 MPa at 873 K and 170-240 MPa at 823 K, leading to the conclusion that the posterior probability was virtually 1.0. These findings mean that the experimental data supported the steady-state-type equation. The dependence of the evaluated steady-state creep rate on the applied stress indicates that there is a transition in the mechanism governing creep deformation around 120 MPa.
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