An on going research project team members are involved in to detect the onset of arcing between feed wire and melt pool during laser welding for 3D printing from a variety of metals including titanium. The research is focused on a data-driven approach to model the time-varying dynamics of the system and detect events that are detrimental to the process and subsequently curtailing them before they come to fruition.