Place the beans, ketchup, brown sugar, smoke paprika, soup base, red pepper flakes, garlic, bay leaf, carrots, celery, onions and tomatoes into the slow cooker along with 1/2 cup water. Stir and cook on high for 3 to 4 hours.
Add 3 tablespoons water halfway through cooking, if needed.