Smart extrusion via data-driven prediction of grain size and peripheral coarse grain defect formation.

The thickness remains almost constant in the central solid rectangular section as the ram speed increases, except at 20 mm/s, where the ANN accurately predicts a slight reduction in the PCG layer within this region as well as a decreasing trend within the fins.

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