So the whole structure is resting on the pool edge, but not actually attached to the pool?
Just a hunch that 8"+ of heavy wet snow inverts the arch if you can't be there to keep the accumulation down.
Love the concept though and I'm not rooting against you!
Have you thought of wrapping shrink wrap around the cover to secure it to the pool?