I searched air craft rivets, and it owned up a plethora of different types of rivets other than pop rivets. I found this link below, and I believe these are the type I'm going to need, a semi-tubular rivet.
http://www.byora.co.jp/index/en/index/products_usa/fastening/pdf/spec_semi02.pdf