التفاصيل البيبلوغرافية
| العنوان: |
Radar Anti-Jamming Decision-Making Method Based on DDPG-MADDPG Algorithm |
| المؤلفون: |
Jingjing Wei, Yinsheng Wei, Lei Yu, Rongqing Xu |
| المصدر: |
Remote Sensing, Vol 15, Iss 16, p 4046 (2023) |
| بيانات النشر: |
MDPI AG, 2023. |
| سنة النشر: |
2023 |
| المجموعة: |
LCC:Science |
| مصطلحات موضوعية: |
radar anti-jamming, decision making, electronic counter-countermeasures, DDPG, evaluation, Science |
| الوصف: |
In the face of smart and varied jamming, intelligent radar anti-jamming technologies are urgently needed. Due to the variety of radar electronic counter-countermeasures (ECCMs), it is necessary to efficiently optimize ECCMs in the high-dimensional knowledge base to ensure that the radar achieves the optimal anti-jamming effect. Therefore, an intelligent radar anti-jamming decision-making method based on the deep deterministic policy gradient (DDPG) and the multi-agent deep deterministic policy gradient (MADDPG) (DDPG-MADDPG) algorithm is proposed. Firstly, by establishing a typical working scenario of radar and jamming, we designed the intelligent radar anti-jamming decision-making model, and the anti-jamming decision-making process was formulated. Then, aiming at different jamming modes, we designed the anti-jamming improvement factor and the correlation matrix of jamming and ECCM. They were used to evaluate the jamming suppression performance of ECCMs and to provide feedback for the decision-making algorithm. The decision-making constraints and four different decision-making objectives were designed to verify the performance of the decision-making algorithm. Finally, we designed a DDPG-MADDPG algorithm to generate the anti-jamming strategy. The simulation results showed that the proposed method has excellent robustness and generalization performance. At the same time, it has a shorter convergence time and higher anti-jamming decision making accuracy. |
| نوع الوثيقة: |
article |
| وصف الملف: |
electronic resource |
| اللغة: |
English |
| تدمد: |
2072-4292 |
| Relation: |
https://www.mdpi.com/2072-4292/15/16/4046; https://doaj.org/toc/2072-4292 |
| DOI: |
10.3390/rs15164046 |
| URL الوصول: |
https://doaj.org/article/162ada3fcd79430dabb98d0229961418 |
| رقم الانضمام: |
edsdoj.162ada3fcd79430dabb98d0229961418 |
| قاعدة البيانات: |
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