Wow! I actually had a set of these in my room, though not this story and in a plain brown cover. They were in the room when I moved in, and some of the first science fiction I ever read. The 'invention' clue is what finally turned my head in the right direction.
Tom Swift and His Deep Sea Hyrodome.