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基于协调学习的分布式协同抗干扰方法

单靖原 曹昕莹 阮朗

南京航空航天大学学报2024,Vol.56Issue(4):756-766,11.
南京航空航天大学学报2024,Vol.56Issue(4):756-766,11.DOI:10.16356/j.1005-2615.2024.04.019

基于协调学习的分布式协同抗干扰方法

Distributed Cooperative Anti-Jamming Method Based on Coordination Learning

单靖原 1曹昕莹 2阮朗2

作者信息

  • 1. 北京邮电大学国际学院,北京 100876
  • 2. 海军航空大学,烟台 264001
  • 折叠

摘要

Abstract

This paper investigates a fast and efficient dynamic channel access method for distributed channel access scenarios with strong jamming and limited channel resources to achieve effective anti-jamming communication performance.The proposed problem is constructed as a correlated equilibrium(CE)-based game model with jamming signals designed as coordination signals.To effectively raise the convergence performance under different jamming patterns,the event counters(ECs)are designed,where the coordination signal is improved according to the characteristics of the jamming signal.Next,a distributed cooperative anti-jamming approach is constructed based on coordinated learning,which effectively accelerates the generation of CE points.Based on the above approach,this paper designs a distributed channel access anti-jamming algorithm based on coordination signal optimization,and the simulation results show that the proposed approach can effectively achieve cooperative anti-jamming and channel access.Compared with the existing work,the proposed approach can achieve better communication performance and fairness in the face of sweep jamming.In the face of random jamming,it can achieve faster and better communication performance without losing fairness.

关键词

抗干扰技术/分布式接入/协调学习/相关均衡

Key words

anti-jamming techniques/distributed access/coordination learning/correlated equilibrium

分类

信息技术与安全科学

引用本文复制引用

单靖原,曹昕莹,阮朗..基于协调学习的分布式协同抗干扰方法[J].南京航空航天大学学报,2024,56(4):756-766,11.

基金项目

国家资助博士后研究人员计划(GZB20230989). (GZB20230989)

南京航空航天大学学报

OA北大核心CSTPCD

1005-2615

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