1. An ad hoc communications network comprising: a plurality of wireless devices connectively coupled, each of said wireless devices including a neural network element; a Network Management System (NMS) providing overall network management, said NMS being one of said plurality of wireless devices; and at least one cluster leader, each cluster leader managing a group of said wireless devices, each said group including at least one of said wireless devices, wherein said NMS monitors connectivity of said plurality of wireless devices and passes identified changes to each said cluster leader.