Industrial and Systems Engineering -- Industrial engineering is the degree program that generally encompasses supply chain management, though it is also covered by technical MBA programs, particularly those at universities without degree programs in industrial engineering.
Don't forget that having UPS as an Atlanta based company has helped in creating logistics oriented companies here. That plus Memphis (home to FedEx) isn't that far either.