Your position sounds very familiar to me, I also spent more than a year applying (and being rejected) for PhD projects, I'm a physics student. My advice would be to keep trying, I eventually found my position (outside of the UK) because a supervisor who I had applied to work with knew another supervisor who was looking for a student and recommended me. My position wasn't advertised, I think positions are filled this way quite often.