2 papers
eess.SY2025
First Contact: Data-driven Friction-Stir Process Control
James Koch, Ethan King, WoongJo Choi +4
This study validates the use of Neural Lumped Parameter Differential Equations for open-loop setpoint control of the plunge sequence in Friction Stir Processing (FSP). The approach…
cs.LG2023
Neural Lumped Parameter Differential Equations with Application in Friction-Stir Processing
James Koch, WoongJo Choi, Ethan King +5
Lumped parameter methods aim to simplify the evolution of spatially-extended or continuous physical systems to that of a "lumped" element representative of the physical scales of t…