I know a few of the lotions at the grocery store have extra heavy versions for extremely dry skin, so you might want to buy those. Also, slather on lotion or olive oil or vaseline & put on a pair of cotton gloves or socks before you go to sleep so your hands can absorb it overnight.
Cheers.