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神经网络在无线隐蔽通信中的应用

于季弘 林子砚 杨传敏 蔡雨庭 刘家豪 王帅

重庆邮电大学学报(自然科学版)2024,Vol.36Issue(2):250-258,9.
重庆邮电大学学报(自然科学版)2024,Vol.36Issue(2):250-258,9.DOI:10.3979/j.issn.1673-825X.202305020124

神经网络在无线隐蔽通信中的应用

Covert communication based on neural networks

于季弘 1林子砚 1杨传敏 1蔡雨庭 1刘家豪 1王帅1

作者信息

  • 1. 北京理工大学 信息与电子学院,北京 100081
  • 折叠

摘要

Abstract

Wireless communication technology has been applied to various elements of society,including human-computer interaction and physical objects,carrying wireless signals containing various types of private data.The openness of wireless transmission channels has continuously challenged their security,and wireless covert communication technology ensures in-formation security and communication path security while achieving secure communication intentions.This paper introduces the classic model of covert communication systems and summarizes and generalizes the relevant research of covert communi-cation under traditional methods.This paper also introduces the utilization of adversarial neural networks to design effective jamming,power allocation in relay communication,and reconfigurable intelligent surfaces.Taking the scenario of covert communication with legitimate users as an example,we show a method based on a generative adversarial network to design limited-length covert signals and further apply the network to design interference signals under a full-duplex receiver.Final-ly,we discuss the academic value and potential research directions of neural network methods in relay covert communica-tion,covert communication under non-orthogonal multiple access(NOMA),covert communication with Rician fading,and interference-assisted covert communication.

关键词

无线隐蔽通信/神经网络/机器学习/生成对抗网络

Key words

wireless covert communication/neural networks/machine learning/generative adversarial neural networks

分类

信息技术与安全科学

引用本文复制引用

于季弘,林子砚,杨传敏,蔡雨庭,刘家豪,王帅..神经网络在无线隐蔽通信中的应用[J].重庆邮电大学学报(自然科学版),2024,36(2):250-258,9.

基金项目

国家自然科学基金项目(62271055,U1836201) The National Natural Science Foundation of China(62271055,U1836201) (62271055,U1836201)

重庆邮电大学学报(自然科学版)

OA北大核心CSTPCD

1673-825X

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