JOURNAL ARTICLE

Jamming Waveform Generation Method Based on Generative Adversarial Network Model

Yilin JiangLisong GuanWenxuan LiuYuwei Yu

Year: 2024 Journal:   IEEE Signal Processing Letters Vol: 31 Pages: 1114-1118   Publisher: Institute of Electrical and Electronics Engineers

Abstract

For the issues of unclear jamming effects in traditional intra-pulse jamming waveform generation and the lagging jamming false targets caused by reconnaissance windowing in relay jamming, this paper proposes a jamming waveform generation method based on Generative Adversarial Network (GAN) Models. This model, trained on GAN, generates jamming waveforms driven by jamming effects. Using minimal segments of radar signal headers as input, the jamming waveform generation model reversely predicts and generates complete radar jamming signals based on jamming effects. By reducing the reconnaissance windowing for the jamming side and pre-modulating jamming waveforms based on anticipated jamming effects, this method possesses the capability to achieve transcendental jamming (where the peak value of the jamming false target formed after the pulse compression of jamming waveforms occurs before the peak value of the real target). Experimental results indicate that the radar jamming waveforms generated based on GAN Models can achieve transcendental jamming, increasing the difficulty of radar jamming signal recognition.

Keywords:
Jamming Waveform Computer science Adversarial system Generative adversarial network Generative grammar Artificial intelligence Algorithm Pattern recognition (psychology) Telecommunications Deep learning Radar

Metrics

6
Cited By
3.83
FWCI (Field Weighted Citation Impact)
18
Refs
0.90
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Anomaly Detection Techniques and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Wireless Signal Modulation Classification
Physical Sciences →  Computer Science →  Artificial Intelligence
Radar Systems and Signal Processing
Physical Sciences →  Engineering →  Aerospace Engineering
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