Get a whole mess of rocks. Like a few hundred.

Ready your hoe.

In a circle around your base, raise the rocks about four levels, except for one place where its only two high (where you can hop up to re-enter).

Voila. You now can ignore any sieges forever. When they show up just wait them out and you'll be perfectly safe.