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SBFT:A BFT Consensus Mechanism Based on DQN Algorithm for Industrial Internet of Thing
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作者 Ningjie Gao ru huo +3 位作者 Shuo Wang Jiang Liu Tao Huang Yunjie Liu 《China Communications》 SCIE CSCD 2023年第10期185-199,共15页
With the development and widespread use of blockchain in recent years,many projects have introduced blockchain technology to solve the growing security issues of the Industrial Internet of Things(IIoT).However,due to ... With the development and widespread use of blockchain in recent years,many projects have introduced blockchain technology to solve the growing security issues of the Industrial Internet of Things(IIoT).However,due to the conflict between the operational performance and security of the blockchain system and the compatibility issues with a large number of IIoT devices running together,the mainstream blockchain system cannot be applied to IIoT scenarios.In order to solve these problems,this paper proposes SBFT(Speculative Byzantine Consensus Protocol),a flexible and scalable blockchain consensus mechanism for the Industrial Internet of Things.SBFT has a consensus process based on speculation,improving the throughput and consensus speed of blockchain systems and reducing communication overhead.In order to improve the compatibility and scalability of the blockchain system,we select some nodes to participate in the consensus,and these nodes have better performance in the network.Since multiple properties determine node performance,we abstract the node selection problem as a joint optimization problem and use Dueling Deep Q Learning(DQL)to solve it.Finally,we evaluate the performance of the scheme through simulation,and the simulation results prove the superiority of our scheme. 展开更多
关键词 Industrial Internet of Things Byzantine fault tolerance speculative consensus mechanism Markov decision process deep reinforcement learning
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What to Cache:Differentiated Caching Resource Allocation and Management in Information-Centric Networking 被引量:6
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作者 ru huo Renchao Xie +2 位作者 Hengyang Zhang Tao Huang Yunjie Liu 《China Communications》 SCIE CSCD 2016年第12期261-276,共16页
Information-centric networking(ICN) aims to improve the efficiency of content delivery and reduce the redundancy of data transmission by caching contents in network nodes. An important issue is to design caching metho... Information-centric networking(ICN) aims to improve the efficiency of content delivery and reduce the redundancy of data transmission by caching contents in network nodes. An important issue is to design caching methods with better cache hit rate and achieve allocating on-demand. Therefore, an in-network caching scheduling scheme for ICN was designed, distinguishing different kinds of contents and dynamically allocating the cache size on-demand. First discussing what was appropriated to be cached in nodes, and then a classification about the contents could be cached was proposed. Furthermore, we used AHP to weight different contents classes through analyzing users' behavior. And a distributed control process was built, to achieve differentiated caching resource allocation and management. The designed scheme not only avoids the waste of caching resource, but also further enhances the cache availability. Finally, the simulation results are illustrated to show that our method has the superior performance in the aspects of server hit rate and convergence. 展开更多
关键词 caching resource ALLOCATION MANAGEMENT differentiation control process information-centric networking
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Integral precession calibration method of PIGA on linear vibration table
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作者 Chuang SUN Shun-qing REN +1 位作者 Jun-wei CAO ru huo 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第3期219-236,共18页
Linear vibration table can provide harmonic accelerations to excite the nonlinear error terms of Pendulous Integrating Gyro Accelerometer(PIGA).Integral precession calibration method is proposed to calibrate PIGA on a... Linear vibration table can provide harmonic accelerations to excite the nonlinear error terms of Pendulous Integrating Gyro Accelerometer(PIGA).Integral precession calibration method is proposed to calibrate PIGA on a linear vibration table in this paper.Based on the precise expressions of PIGA’s inputs,the error calibration model of PIGA is established.Precession angular velocity errors of PIGA are suppressed by integer periodic precession and the errors caused by non-integer periods vibrating are compensated.The complete calibration process,including planning,preparation,PIGA testing,and coefficient identification,is designed to optimize the test operations and evaluate the calibration results.The effect of the main errors on calibration uncertainty is analyzed and the relative sensitivity function is proposed to further optimize the test positions.Experimental and simulation results verify that the proposed 10-position calibration method can improve calibration uncertainties after compensating for the related errors.The order of calibration uncertainties of the second-and third-order coefficients are decreased to 10^(-8)(rad.s^(-1))/g^(2)and 10^(-8)(rad.s^(-1))/g3,respectively.Compared with the other two classical calibration methods,the calibration uncertainties of PIGA’s nonlinear error coefficients can be effectively reduced and the proportional residual errors are decreased less than 3×10-6(rad.s^(-1))/g by using the proposed calibration method. 展开更多
关键词 PIGA Linear vibration table Vibration measurement CALIBRATION Error analysis Uncertainty analysis
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未来网络发展趋势与展望 被引量:26
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作者 黄韬 霍如 +1 位作者 刘江 刘韵洁 《中国科学:信息科学》 CSCD 北大核心 2019年第8期941-948,共8页
网络信息技术极大地促进了人类社会的发展,网络空间已经成为了继陆、海、空和太空之后的人类第五疆域.随着信息社会的进一步发展,互联网业务形态和业务需求正发生着巨大变化,传统网络架构需要进行深刻的变革,未来网络迎来了新的发展机遇... 网络信息技术极大地促进了人类社会的发展,网络空间已经成为了继陆、海、空和太空之后的人类第五疆域.随着信息社会的进一步发展,互联网业务形态和业务需求正发生着巨大变化,传统网络架构需要进行深刻的变革,未来网络迎来了新的发展机遇.本文首先分析了未来网络的发展需求,提出了该领域新型应用带来的新型能力需求,在此基础上,讨论了面向2030网络架构、网络操作系统、数据平面可编程、低时延与确定性网络、网络计算存储一体化、网络人工智能、网络技术开源等关键技术及其发展趋势.最后介绍了我国未来网络技术领域的几大热点工程系统,并对我国未来网络的发展进行了展望. 展开更多
关键词 未来网络试验设施 网络操作系统 天地一体化网络 海洋立体通信
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