I've used double sided tape for acrylic in the past and had some success and a couple of failures. My advise would be to make sure the surfaces the tape is to stick to is clean and dry. I actually put a base of clamped acrylic on my table as a spoil board and use it to assure good adhesion for the tape.
Good luck.
Bill