Frequency Agile Strategy Design of Radar Network for Wideband Sweep Jamming via Coalition Formation Game

IF 5.7 2区 计算机科学 Q1 ENGINEERING, AEROSPACE IEEE Transactions on Aerospace and Electronic Systems Pub Date : 2025-02-11 DOI:10.1109/TAES.2025.3541162
Maosen Liao;Kui Xiong;Long Zhang;Xianxiang Yu;Guolong Cui
{"title":"Frequency Agile Strategy Design of Radar Network for Wideband Sweep Jamming via Coalition Formation Game","authors":"Maosen Liao;Kui Xiong;Long Zhang;Xianxiang Yu;Guolong Cui","doi":"10.1109/TAES.2025.3541162","DOIUrl":null,"url":null,"abstract":"This article proposes an intelligent frequency agile strategy design for radar network using coalition game theory to counter wideband sweep jamming, which is formulated as a two-stage decision-making problem. In the first stage, the entire frequency agile range is divided into several nonoverlapping agile subrange, and each radar selects a frequency agile subrange to join, which is solved by the coalition formation algorithm. Then, after achieving a stable coalition partition, a distributed multiagent reinforcement learning algorithm is developed to address the specific carrier frequency selection problem within each coalition. By combining these two stages of the frequency agile strategy design, a joint coalition formation game and distributed Q-learning algorithm is proposed. Finally, numerical simulations are conducted to illustrate the superiority of the proposed algorithm over several typical frequency agile strategies.","PeriodicalId":13157,"journal":{"name":"IEEE Transactions on Aerospace and Electronic Systems","volume":"61 3","pages":"7906-7919"},"PeriodicalIF":5.7000,"publicationDate":"2025-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Aerospace and Electronic Systems","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10882908/","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, AEROSPACE","Score":null,"Total":0}
引用次数: 0

Abstract

This article proposes an intelligent frequency agile strategy design for radar network using coalition game theory to counter wideband sweep jamming, which is formulated as a two-stage decision-making problem. In the first stage, the entire frequency agile range is divided into several nonoverlapping agile subrange, and each radar selects a frequency agile subrange to join, which is solved by the coalition formation algorithm. Then, after achieving a stable coalition partition, a distributed multiagent reinforcement learning algorithm is developed to address the specific carrier frequency selection problem within each coalition. By combining these two stages of the frequency agile strategy design, a joint coalition formation game and distributed Q-learning algorithm is proposed. Finally, numerical simulations are conducted to illustrate the superiority of the proposed algorithm over several typical frequency agile strategies.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于联盟编队博弈的宽带扫描干扰雷达网络频率敏捷策略设计
利用联盟博弈论,提出了一种对抗宽带扫频干扰的雷达网络智能频率敏捷策略设计方法,并将其描述为一个两阶段决策问题。第一阶段,将整个频率捷变范围划分为多个不重叠的捷变子范围,每台雷达选择一个频率捷变子范围加入,采用联盟形成算法求解;然后,在实现稳定的联盟划分后,开发分布式多智能体强化学习算法来解决每个联盟内特定载波频率的选择问题。将频率敏捷策略设计的这两个阶段结合起来,提出了联合联盟形成博弈和分布式q -学习算法。最后,通过数值仿真验证了该算法相对于几种典型的频率敏捷策略的优越性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
7.80
自引率
13.60%
发文量
433
审稿时长
8.7 months
期刊介绍: IEEE Transactions on Aerospace and Electronic Systems focuses on the organization, design, development, integration, and operation of complex systems for space, air, ocean, or ground environment. These systems include, but are not limited to, navigation, avionics, spacecraft, aerospace power, radar, sonar, telemetry, defense, transportation, automated testing, and command and control.
期刊最新文献
Improved learning observer-based robust formation tracking control of helicopters under fixed and switching topologies A Probabilistic Ontology-Based Model for Multiple Aerial Target Threat Assessments in Short-Range Air Defense A Radio Frequency Interference Detection and Analytical Geolocation Method Demonstrated from LEO with an End-To-End Simulator and CYGNSS Raw Data Interrupted Sampling Repeater Jamming Suppression Based on Inter-pulse Frequency Coding LFM Signal and Mismatch Filter Generalized Conditional PCRLB Fully Accounting for Geometry-Dependent Target Measurement Uncertainty
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1