Yes, not the most easiest of jobs but can be done at home.
Get the tank pressure tested before you refit though! You'd be surprised how many start weeping from a seam after they have been removed and refitted.
Also make sure the tank is bone dry before trying to move it - easier to manoeuvre without petrol slopping about inside
Arwyn