The method proposed in this paper supports the UAV network path definition in an autonomously way, taking into consideration the density of the detected events at each moment, in each place. We use the selforganizing maps to detect event patterns in the field of view of the sensors, allowing unmanned aerial vehicles (UAV) path definition based on events. The goal of this paper is to maximize the detection of ships using a UAV network.