I would look for something like 3m spray trim adhesive at a hardware or auto supply store. Spray both surfaces and put together briefly then pull apart till tacky, then stick back together. Works very well. Cleans up with mineral spirits or acetone, thinner, etc,..
Brushable contact cement would work too and be less messy.
Brushable contact cement would work too and be less messy.