First, be sure there is nothing wrong, like diapers, ear
infections (which may not have other symptoms) or hunger. I assume they have not been doing this before? If it is new, then have their doctor check them over after you have eliminated the diaper
If they have never settled themselves down in the past, then you may have to teach them how to settle. It is hard, but you can do it!