I went to a tribunal on a similar one to this. It turned out to be a test case and I was moderately successful. The ruling was I could claim VAT back from my flying up to 3 years prior to my first flying related invoice. I had already been VAT registered for years.
Are you already registered?
Have you done the type rating?