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RIS Enabled Simultaneous Transmission and Key Generation with PPO:Exploring Security Boundary of RIS Phase Shift
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作者 FAN Kaiqing YAO Yuze +2 位作者 GAO Ning LI Xiao JIN Shi 《ZTE Communications》 2025年第1期11-17,共7页
Due to the broadcast nature of wireless channels and the development of quantum computers,the confidentiality of wireless communication is seriously threatened.In this paper,we propose an integrated communications and... Due to the broadcast nature of wireless channels and the development of quantum computers,the confidentiality of wireless communication is seriously threatened.In this paper,we propose an integrated communications and security(ICAS)design to enhance communication security using reconfigurable intelligent surfaces(RIS),in which the physical layer key generation(PLKG)rate and the data transmission rate are jointly considered.Specifically,to deal with the threat of eavesdropping attackers,we focus on studying the simultaneous transmission and key generation(STAG)by configuring the RIS phase shift.Firstly,we derive the key generation rate of the RIS assisted PLKG and formulate the optimization problem.Then,in light of the dynamic wireless environments,the optimization problem is modeled as a finite Markov decision process.We put forward a policy gradient-based proximal policy optimization(PPO)algorithm to optimize the continuous phase shift of the RIS,which improves the convergence stability and explores the security boundary of the RIS phase shift for STAG.The simulation results demonstrate that the proposed algorithm outperforms the benchmark method in convergence stability and system performance.By reasonably allocating the weight factors for the data transmission rate and the key generation rate,“one-time pad”communication can be achieved.The proposed method has about 90%performance improvement for“one-time pad”communication compared with the benchmark methods. 展开更多
关键词 reconfigurable intelligent surfaces physical layer key generation integrated communications and security one-time pad deep reinforcement learning
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Study on Security Technologies for Wireles Network Integration
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作者 Feng Min (Department of Communication Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210003, China) 《ZTE Communications》 2006年第2期43-47,共5页
The network integration provides users with a new network with long connection time and a high data rate when needed, but it also brings the defects of all the networks that integrate together into the integrated netw... The network integration provides users with a new network with long connection time and a high data rate when needed, but it also brings the defects of all the networks that integrate together into the integrated network. This will cause all kinds of existing and some new security problems in the operation of the integrated network. A complete protection based on recovery is proposed in the paper. It uses the public-key algorithm to authorize and private-key algorithm to encrypt the communicating data. This solution can provide the system with reliable security, and avoid Denial of Service (DoS) of the user. This solution has been proposed lately, and we should further identify the correct action of all the layers and figure out how to react when a legal node is framed by multiple malicious nodes. 展开更多
关键词 security USA WLAN NODE IEEE IPSEC Study on security Technologies for Wireles Network integration
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Security integrated framework for semantic web based on social intelligence
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作者 孟庆华 丁永生 《Journal of Southeast University(English Edition)》 EI CAS 2006年第3期409-412,共4页
An integrated security framework for a semantic web is proposed based on the social intelligence of an individual's avoiding harm and preserving transaction logic-integrity. The framework extends the semantic web mod... An integrated security framework for a semantic web is proposed based on the social intelligence of an individual's avoiding harm and preserving transaction logic-integrity. The framework extends the semantic web model and controls the dynamic security of semantic web services, such as trust, logic and reasoning. It includes four layers, that is, a trust entrance layer, a social intelligence layer, a transaction layer, and a TCP/IP security protocols layer. The trust entrance layer deals with trustable features from users. Social intelligence layer is responsible for logical questions for a semantic web. The transaction layer carries out transaction reasoning. And the TCP/IP security protocols layer ensures security communication. These layers can cooperate to build closed-security-ring with different security grades. The integrated security framework provides an integrated security method for semantic web flow so that it is universal for various semantic web technologies. 展开更多
关键词 integrated security framework social intelligence closed-security-ring security-channel semantic web
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Cherishing the Value of Trusted Research in a Complicated World with AI
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作者 SONG Jianlan 《Bulletin of the Chinese Academy of Sciences》 2025年第2期70-79,共10页
In an era where artificial intelligence(AI)is permeating many aspects of scientific research activity,what science and technology(S&T)journals can do to uphold research integrity and secure scholarly quality?What ... In an era where artificial intelligence(AI)is permeating many aspects of scientific research activity,what science and technology(S&T)journals can do to uphold research integrity and secure scholarly quality?What kind of revolution is needed in such a rapidly drifting world to hold on to the essential value of science? 展开更多
关键词 trusted research scientific revolution scientific research research integrity artificial intelligence uphold research integrity secure scholarly qualitywhat scholarly quality artificial intelligence ai
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