NN material modelling for machining FEM simulation
Introduction (1)
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The finite elements method (FEM) simulation of machining involves many critical aspects: large plastic deformations, excessive heat generation, high strain rate effects, thermo-mechanical coupling, etc.
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However, the material flow behaviour at the high temperature, strain rate, and strain conditions encountered in machining cannot be provided by normal stress-strain curves or impact tests
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Moreover, modelling the flow dynamics material behaviour during chip formation is very complex and there is no confirmed model to describe the of the work material behaviour during cutting
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Often, extrapolations or material modelling simplifications using rigid-plastic or rigid-viscoplastic material models are use
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