We can use 'welcome on board' in the same way that we use 'welcome aboard. ' 'Welcome on board' is more formal. It is more common for pilots, cabin crew and conductors to say 'welcome on board' when passengers board a vessel. This term is also commonly used to welcome someone to a team.