When I'm getting nowhere with an etymology, I start looking at how the namemight have been spelled differently, or for something or someone famous it was named for.
the bog is likely after a female called bucje (as with Bognor), a variant of Borg. the second element would then perhaps be noup 'flat rock' (as in Noup Head in Orkney)