This paper is organized as follows. In Section 2 we give a short overview of related work on adversarial attacks for neural networks, and discuss prior work on patch attacks. In Section 3 we describe our use of the patch attack for aerial camouflage, and we describe different possible patch configurations. In Section 4 we show the results of these patch configuration experiments on a large aerial image set. Finally, in Section 5 and 6 we discuss the results and present the conclusions and future work of this research.