ferroequinologist

noun1

1. •
   (humorous, nonstandard) A student of ferroequinology; a person who studies trains as a hobby.

   • And because you care, you’ve automatically classified yourself as a railfan (alias railroad enthusiast, train-watcher, ferroequinologist). — 1954