Deep Learning‐Based Active Jamming Suppression for Radar Main Lobe

Y Jiang, Y Yang, W Zhang, L Guo - IET Signal Processing, 2024 - Wiley Online Library
Due to the development of digital radio frequency memory (DRFM), active jamming against
the main lobe of the radar has become mainstream in electronic warfare. The jamming …

Radar main‐lobe jamming suppression and identification based on robust whitening Blind Source Separation and Convolutional Neural Networks

S Gao, X Yang, T Lan, B Han, H Sun… - IET Radar, Sonar & …, 2022 - Wiley Online Library
The main‐lobe jamming causes serious degradation of radar system performance in
practical applications. In recent years, the Blind Source Separation (BSS) method has been …

Interrupted-Sampling Repeater Jamming-Suppression Method Based on a Multi-Stages Multi-Domains Joint Anti-Jamming Depth Network

X He, K Liao, S Peng, Z Tian, J Huang - Remote Sensing, 2022 - mdpi.com
Jamming will seriously affect the detection ability of radar, so it is essential to suppress the
jamming of radar echoes. Interrupted-sampling repeater jamming (ISRJ) based on a digital …

Radar active antagonism through deep reinforcement learning: A way to address the challenge of mainlobe jamming

K Li, B Jiu, P Wang, H Liu, Y Shi - Signal Processing, 2021 - Elsevier
Among different jamming techniques, mainlobe jamming is difficult to deal with for the radar
and traditional passive anti-jamming methods are less effective because the angular …

A Radar Anti-jamming Method under Multi-jamming Scenarios Based on Deep Reinforcement Learning in Complex Domains

XIE Feng, LIU Huanyu, HU Xikun, Z Ping, LI Junbao - 雷达学报, 2023 - radars.ac.cn
In modern electronic warfare, the jamming environment of radar is more complex than ever.
The airborne jammer adapts its jamming method based on diverse raid missions and …

Interrupted sampling repeater jamming suppression based on multiple extended complex‐valued convolutional auto‐encoders

Y Meng, L Yu, Y Wei - IET Radar, Sonar & Navigation, 2024 - Wiley Online Library
Interrupted sampling repeater jamming (ISRJ) with flexible modulation parameters and
coherent processing gain seriously threatens the radar detection system. The jamming …

Fast recognition of pull-off jamming using LSTM

Y Qin, J Yang, M Zhu, Y Li - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Facing the complex electromagnetic environment, the fast and precise recognition of the
type of jamming singals plays an indispensable role for rader to achieve effective electonic …

Reinforcement learning based radar anti-jamming strategy design against a non-stationary jammer

J Geng, B Jiu, K Li, Y Zhao, H Liu - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
In modern electronic warfare, the jamming strategy is more complex than before and the
jammer is capable of changing its strategy. Traditional anti-jamming strategy learning …

Dense False Target Jamming Recognition Based on Fast-Slow Time Domain Joint Frequency Response Features

R Peng, W Wei, D Sun, S Tan… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Dense false target jamming (DFTJ) is one of the most common and threatening jamming
modes, seriously affecting a radar from detecting a target. This article counters DFTJ by …

Jamming mitigation in JRC systems via deep reinforcement learning and backscatter-supported intelligent deception strategy

L Ismail, D Niyato, S Sun, DT Hoang… - 2021 IEEE 6th …, 2021 - ieeexplore.ieee.org
In this paper, we develop a framework to optimize the trade-off between radar sensing and
data transmission in Joint Radar-Communication (JRC) systems under smart and reactive …