Conclusions
Conclusions
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This work a part of a wider scope research on the thermo-mechanical coupled FEM simulation of AISI 1010 C steel machining
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The material rheological behaviour was modelled through a NN approach able to account for the real effects of strain hardening, strain rate and temperature dependencies of the workpiece material into the FEM analysis
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By utilizing a learned NN endowed with the knowledge on flow stress of the AISI 1010 C steel, the work material properties can be provided to the FEM code for each node of the workpiece mesh during the simulation
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The enormous potential of NN material modelling can be exploited in the simulation of processes, like metal cutting, where classical material description is unsatisfactory
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To achieve this results, a continuous information exchange between the learned NN and the FEM code during each iteration must be achieved
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