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Intelligent Decision Method of Slope Perturbing Based on Q-Learning for Anti-Deception Jamming

  • Jingjing Wei*
  • , Lei Yu
  • , Rongqing Xu
  • *Corresponding author for this work
  • School of Electronics and Information Engineering, Harbin Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

In the dynamic deception jamming scenes, it is difficult for radar to successfully suppress jamming and detect targets by randomly changing frequency modulation (FM) slope. In order to make radar learn the jamming strategy of parameters change, suppress jamming in real time and optimize the perturbing strategy of FM slope, an intelligent decision method of FM slope perturbing based on Q-learning is proposed. Firstly, we design a jamming suppression method based on signal processing. In order to ensure that it can successfully distinguish jamming and target after suppression, we design constraints of FM slope optimization to improve the correlation performance of waveforms. Then, we design decision basis, establish decision model based on Q-learning, and deduce the objective function of this problem. Finally, we combine the suppression method and Q-learning to design two intelligent decision algorithms. The establishment of knowledge base and on-line decision of radar anti-jamming are realized. Simulation results show that the proposed method has low decision time, high decision accuracy and strong anti-jamming performance compared with existing methods.

Original languageEnglish
Title of host publicationProceedings - 2022 6th International Conference on Imaging, Signal Processing and Communications, ICISPC 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages71-76
Number of pages6
ISBN (Electronic)9781665454803
DOIs
StatePublished - 2022
Externally publishedYes
Event6th International Conference on Imaging, Signal Processing and Communications, ICISPC 2022 - Kumamoto, Japan
Duration: 22 Jul 202224 Jul 2022

Publication series

NameProceedings - 2022 6th International Conference on Imaging, Signal Processing and Communications, ICISPC 2022

Conference

Conference6th International Conference on Imaging, Signal Processing and Communications, ICISPC 2022
Country/TerritoryJapan
CityKumamoto
Period22/07/2224/07/22

Keywords

  • Q-learning
  • anti-deception jamming
  • intelligent decision
  • slope perturbing

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