Conducting maintenance is an absolute necessity for the Royal Netherlands Navy (RNLN) to keep on safeguarding national and international waters. The availability of logged data on many of the modules aboard naval vessels brings along the opportunity of monitoring these modules more narrowly and then applying maintenance when the system actually requires it. Given this opportunity, research is conducted in collaboration with the RNLN. The goal is to investigate the application of smart maintenance on their existing fleet.