I am struggling with this too.  but i usually try to use strong hold stuff when I am setting the hair....like lottabody or else some sort of gel while rollersetting so that the curls will hold for a week.  I also try to use smaller rollers and use more rollers on my head. 

 

At night, I cover with a bonnet and sleep on my side (that's my natural sleeping position).