Here's an idea for multiple ways of finding rogue planets, with varying difficulties:
Easiest: EM emissions (visible and invisible light). Equipment is fairly compact. Most rogue planets are too cold to put out infrared, but if they're radioactive or have some sort of internal heat source, they...