This is one problem that is easily solved and you have a number of options. The quickest fix is to put a non slip pad underneath them. You can use a piece of a rug pad, rubber sheet or any grippy material. You can also use velcro to hold them in place if you prefer. Finally, a ring and shook can be used to keep them in place but this will involve some sewing skills.