Can I find someone on Facebook by their hometown?

Okka, I recently got back from a trip to Gulf Shores, AL. There was a guy I made friends with, but I never got his last name. I want to add him on Facebook but all I know is his first name is Parker and he's from Shreveport, Louisiana. Is there a way I can find him? I don't have an email or anything else. Please help?