You could certainly replace the static caravan with any form of dwelling that falls within the statutory definition of a caravan. This includes large ‘park home’ structures and some ‘leisure cabin’ structures, which these days provide a reasonable quality home. However, you are unlikely to be able to make the step to a permanent dwelling as most councils resist rural mobile homes being upgraded to houses, especially on green belt land.