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A novel paradigm that uses artificial intelligence in decision-making is FANET-based routing techniques. Aerial vehicles are utilised in both civil and military applications for effective communication in flying vehicles that use routing protocols to complete duties collectively. Because of the rapid mobility of aerial ad hoc networks, which are wirelessly connected, implementing routing protocols is challenging. UAV ad hoc networks are commonly connected by ground base stations and satellites. In order to support end-to-end security, this article created a novel routing protocol with an emphasis on ant behavior routing. The column mobility model is applied to analyse the performance of routing protocols in flying networks for the first time. AI-based networking is a relatively new technology that is integrating with aerial ad hoc networks.