A data-driven lumped-parameter ODE with a neural-network efficiency term can synthesize open-loop power ramps that bring friction-stir tool temperature to within 1% of unseen setpoints.
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First Contact: Data-driven Friction-Stir Process Control
A data-driven lumped-parameter ODE with a neural-network efficiency term can synthesize open-loop power ramps that bring friction-stir tool temperature to within 1% of unseen setpoints.