A device may receive measurement reports for a target device, where the measurement reports include information regarding cells. The device may process the measurement reports and determine whether the target device is airborne. The device may determine, based on determining whether the target device is airborne, whether the target device is authorized to be airborne. The device may determine, based on determining whether the target device is authorized to be airborne, an altitude of the target device to confirm whether the target device is airborne. The device may perform, based on a result of confirming whether the target device is airborne, an action to identify the target device as an unauthorized airborne device and/or manage the target device.