Systems and methods for drone monitoring, data analytics, and mitigation cloud services using edge computing

A method for providing drone activity cloud services to a cloud consumer device, the method comprising:

• detecting and identifying one or more drones using a drone sensor;
• aggregating, at a cloud server and an edge server, drone activity data from the drone sensor and an uncrewed aircraft systems (UAS) traffic management system;
• monitoring, at the cloud consumer device, drone activities using the cloud consumer device and the edge device to access the drone activity data from the cloud server and the edge server;
• implementing, at the cloud server and the edge server, a drone data analytics service that reports one or more of drone activity statistics, predicted drone activities, and abnormal behaviors to the cloud consumer device based on statistics and behavior models obtained by machine learning and federated learning techniques;
• and
• determining how to configure the drone sensor and collaboratively send signals to deactivate an unauthorized drone in response to initiating a drone mitigation service by the cloud consumer device.

A hybrid network for providing drone activity services, the hybrid network comprising:

• a cloud network comprising:
• a plurality of cloud servers and a plurality of cloud devices;
• and
• an edge network comprising:
• a plurality of edge servers and a plurality of edge devices,
• wherein the plurality of cloud devices and the plurality of edge devices comprise drone sensors configured to detect and identify drones,
• wherein the plurality of cloud servers and the plurality of edge servers are configured to aggregate drone activity data from the drone sensors and an uncrewed aircraft systems (UAS) traffic management system, and
• wherein the plurality of cloud devices and the plurality of edge devices are further configured to monitor drone activities and to access the aggregated drone activity data from the plurality of cloud servers and the plurality of edge servers.