TY - GEN
T1 - Radio Signal Smart Deception Based on Adversarial Learning
AU - Tang, Shuting
AU - Tao, Mingliang
AU - Su, Jia
AU - Fan, Yifei
AU - Wang, Ling
AU - Li, Tao
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - In recent years, electromagnetic spectrum becomes more and more congested and the task of spectrum sensing meets various challenges. On the other hand, there is also a counter-demand that the transmitted signal should not be detected, intercepted, or identified by the intelligent spectrum sensing equipment. In this paper, a smart deception method for radio signal using adversarial learning under the black-box assumption is investigated. By generating smart deception, the accuracy of the intelligent electromagnetic spectrum equipment to identify the radio signal decreasing more than 50.63%. The radio signal camouflage is achieved by smart deception, which will lower the interception and identification possibility of the transmitted signal.
AB - In recent years, electromagnetic spectrum becomes more and more congested and the task of spectrum sensing meets various challenges. On the other hand, there is also a counter-demand that the transmitted signal should not be detected, intercepted, or identified by the intelligent spectrum sensing equipment. In this paper, a smart deception method for radio signal using adversarial learning under the black-box assumption is investigated. By generating smart deception, the accuracy of the intelligent electromagnetic spectrum equipment to identify the radio signal decreasing more than 50.63%. The radio signal camouflage is achieved by smart deception, which will lower the interception and identification possibility of the transmitted signal.
KW - adversarial learning
KW - black-box deception
KW - Low probability of intercept
KW - radio signal camouflage
KW - smart deception
UR - http://www.scopus.com/inward/record.url?scp=85181160826&partnerID=8YFLogxK
U2 - 10.1109/Radar53847.2021.10028136
DO - 10.1109/Radar53847.2021.10028136
M3 - 会议稿件
AN - SCOPUS:85181160826
T3 - Proceedings of the IEEE Radar Conference
SP - 2259
EP - 2262
BT - 2021 CIE International Conference on Radar, Radar 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2021 CIE International Conference on Radar, Radar 2021
Y2 - 15 December 2021 through 19 December 2021
ER -