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 at least one said wireless devices.