The roof is an EPDM membrane. You should use Dicor Self-Leveling Lap Sealant.
Follow the directions to the letter. It's important to remove ALL the old stuff, properly clean all surfaces and then apply new sealant. Make sure the surface is dry and not too hot or too cold.
It's easy stuff to use and works great!