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This letter presents a fast reinforcement learning algorithm for anti-jamming communications which chooses previous action with probability $\tau$ and applies $\epsilon$-greedy with probability $(1-\tau)$. A dynamic threshold based on the…

信号处理 · 电气工程与系统科学 2020-02-14 Pei-Gen Ye , Yuan-Gen Wang , Jin Li , Liang Xiao

In this paper, we investigate a multi-receiver communication system enabled by movable antennas (MAs). Specifically, the transmit beamforming and the double-side antenna movement at the transceiver are jointly designed to maximize the…

信息论 · 计算机科学 2024-04-03 Caihao Weng , Yuanbin Chen , Lipeng Zhu , Ying Wang

We consider capacity maximization in wireless networks under adversarial interference conditions. There are n links, each consisting of a sender and a receiver, which repeatedly try to perform a successful transmission. In each time step,…

数据结构与算法 · 计算机科学 2013-07-24 Johannes Dams , Martin Hoefer , Thomas Kesselheim

We design jamming resistant receivers to enhance the robustness of a massive MIMO uplink channel against jamming. In the pilot phase, we estimate not only the desired channel, but also the jamming channel by exploiting purposely unused…

信息论 · 计算机科学 2017-02-16 Tan Tai Do , Emil Björnson , Erik G. Larsson

Malicious jamming launched by smart jammers can attack legitimate transmissions, which has been regarded as one of the critical security challenges in wireless communications. With this focus, this paper considers the use of an intelligent…

信号处理 · 电气工程与系统科学 2020-04-28 Helin Yang , Zehui Xiong , Jun Zhao , Dusit Niyato , Qingqing Wu , H. Vincent Poor , Massimo Tornatore

In this article, the anti-jamming communication problem is investigated from a game-theoretic learning perspective. By exploring and analyzing intelligent anti-jamming communication, we present the characteristics of jammers and the…

网络与互联网体系结构 · 计算机科学 2022-07-04 Luliang Jia , Nan Qi , Feihuang Chu , Shengliang Fang , Ximing Wang , Shuli Ma , Shuo Feng

The integration of sensing, communications, array signal processing, etc. into 6G mobile networks has ushered in an era of heightened situational awareness. However, this progress brings forth significant concerns regarding privacy and…

信息论 · 计算机科学 2024-06-18 Pu Xie , Yang Huang

This letter proposes anti-jamming strategies based on pilot retransmission for a single user uplink massive MIMO under jamming attack. A jammer is assumed to attack the system both in the training and data transmission phases. We first…

信息论 · 计算机科学 2016-11-28 Tan Tai Do , Hien Quoc Ngo , Trung Q. Duong , Tobias J. Oechtering , Mikael Skoglund

We consider the transfer of time-sensitive information in next-generation (NextG) communication systems in the presence of a deep learning based eavesdropper capable of jamming detected transmissions, subject to an average power budget. A…

信息论 · 计算机科学 2024-10-11 Maice Costa , Yalin E. Sagduyu

As the applications of deep reinforcement learning (DRL) in wireless communications grow, sensitivity of DRL based wireless communication strategies against adversarial attacks has started to draw increasing attention. In order to address…

信号处理 · 电气工程与系统科学 2022-09-13 Feng Wang , Chen Zhong , M. Cenk Gursoy , Senem Velipasalar

We consider a wireless communication system, where a transmitter sends signals to a receiver with different modulation types while the receiver classifies the modulation types of the received signals using its deep learning-based…

信号处理 · 电气工程与系统科学 2020-08-03 Brian Kim , Yalin E. Sagduyu , Tugba Erpek , Kemal Davaslioglu , Sennur Ulukus

As an emerging wireless communication technology, movable antennas (MAs) offer the ability to adjust the spatial correlation of steering vectors, enabling more flexible beamforming compared to fixed-position antennas (FPAs). In this paper,…

信号处理 · 电气工程与系统科学 2026-01-27 Shun Yang , Xin Wei , Nianbing Su , Weidong Mei , Zhi Chen , Boyu Ning

In the framework of 5G-and-beyond Industry 4.0, jamming attacks for denial of service are a rising threat which can severely compromise the system performance. Therefore, in this paper we deal with the problem of jamming detection and…

信号处理 · 电气工程与系统科学 2022-02-04 Leonardo Chiarello , Paolo Baracca , Karthik Upadhya , Saeed R. Khosravirad , Silvio Mandelli , Thorsten Wild

We address the resilience of future 6G MIMO communications by considering an uplink scenario where multiple legitimate transmitters try to communicate with a base station in the presence of an adversarial jammer. The jammer possesses full…

信号处理 · 电气工程与系统科学 2023-02-15 Vlad C. Andrei , Xinyang Li , Ullrich J. Mönich , Holger Boche

Jamming cancellation is essential to reliable unmanned autonomous vehicle (AAV) communications in the presence of malicious jammers. In this paper, we develop a practical multichannel-aided jamming cancellation method to realize secure AAV…

信号处理 · 电气工程与系统科学 2025-07-22 Bin Wang , Jun Fang , Jieru Du , Shihai Shao

In this letter, we investigate the anti-jamming defense problem in multi-user scenarios, where the coordination among users is taken into consideration. The Markov game framework is employed to model and analyze the anti-jamming defense…

计算机科学与博弈论 · 计算机科学 2018-09-13 Fuqiang Yao , Luliang Jia

In this paper, we investigate the anti-jamming problem of a directional modulation (DM) system with the aid of intelligent reflecting surface (IRS). As an efficient tool to combat malicious jamming, receive beamforming (RBF) is usually…

信息论 · 计算机科学 2021-10-25 Hangjia He , Ting Su , Hongjun Wang , Yin Teng , Weiping Shi , Feng Shu , Jiangzhou Wang

Cooperative jamming is an approach that has been recently proposed for improving physical layer based security for wireless networks in the presence of an eavesdropper. While the source transmits its message to its destination, a relay node…

信息论 · 计算机科学 2009-07-30 Lun Dong , Zhu Han , Athina P. Petropulu , H. Vincent Poor

In this paper, we present a multi-agent deep reinforcement learning (deep RL) framework for network slicing in a dynamic environment with multiple base stations and multiple users. In particular, we propose a novel deep RL framework with…

机器学习 · 计算机科学 2023-11-21 Feng Wang , M. Cenk Gursoy , Senem Velipasalar

With the advent of millimeter wave (mmWave) communications, the combination of a detailed 5G network simulator with an accurate antenna radiation model is required to analyze the realistic performance of complex cellular scenarios. However,…

网络与互联网体系结构 · 计算机科学 2021-01-29 Mattia Lecci , Paolo Testolina , Mattia Rebato , Alberto Testolin , Michele Zorzi