Headbands!
Just wanted to share something that seems to have helped me, although slightly unconventional. I took two basic cloth/elastic headbands and looped them under my chin and around the back of my head for sleeping. It kept my mouth closed at night, and seemed to have helped a tremendous amount. It's a very cheap option for those without a high income.