The invention provides a robust
secure transmission and identification method for anti-
distillation based on multi-teacher comparison, and belongs to the technical field of
radio signal automatic modulation and identification. The sending end performs key-driven disturbance filtering
processing on the
wireless signal to be transmitted based on the shared key, generates an encrypted
signal and transmits the encrypted
signal; the receiving end performs inverse disturbance reconstruction on the received encrypted signal based on the shared key to obtain a decrypted signal; constructing a multi-teacher
distillation system, wherein the multi-teacher
distillation system comprises a plurality of teacher models and a student model; performing combined distillation training on the student model based on the output of the teacher model and the student model and the middle layer characteristics; the combined distillation training comprises output distillation and characteristic comparison distillation; and dynamically weighting a plurality of loss items generated in the multi-teacher distillation process through an adaptive
loss weight adjustment
mechanism based on meta-learning to obtain a modulation identification result. The
identification rate of illegal receivers is effectively reduced, and the performance of legal receiving ends under interference is improved.