Head down to your local ships chandlers, they are bound to have a weatherproof glue that will do the job. Otherwise, you could just use an exterior grade construction adhesive such as Everbuild liquid nails made by Sika of Sikaflex fame which is widely used in marine situations. Sikaflex that is, in marine use.
