This article reviews inverse reconstruction and control of multidimensional solid-liquid phase boundaries, emphasizing welding applications. Direct and indirect imaging diagnostics are reviewed and current technical challenges are highlighted. Real-time reconstruction suitable for process control will require parallelization. Thus, potential parallelization approaches are outlined. Finally, since the need for imaging diagnostics is driven by process control requirements, relevant work in the latter area is reviewed.