If one side is hidden, I would use "contact cement" with PVC struts. Go to your local hardware store, find the PVC exterior decking/railing area, and buy something similar to a strut (AKA angle, channel, square tube) in PVC. Typically PVC glue is used for PVC, naturally, but I am unsure if it will bond to your acrylic.