How does “ghost pot” get its name

"ghost" is often used figuratively as a modifier to refer to things that are metaphorically dead compared to the normal version of the thing, just as a literal ghost is the dead version of a person.

Other examples are "ghost town" (a town that has been abandoned) and "ghost ship" (a boat with no crew or passengers).