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大数据中用户通信信息准确定位仿真 被引量:2
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作者 刘云萍 刘晋钢 《计算机仿真》 北大核心 2018年第11期392-395,共4页
对大数据中用户通信信息进行定位,能有效提高信息定位的精度,为后续通信信息的研究提供基础。在分析节点信息路径损耗模型时,网络节点处于移动的状态,不能满足大数据中信息准确定位的需求。当前方法给出通信用户信息节点定位目标函数,... 对大数据中用户通信信息进行定位,能有效提高信息定位的精度,为后续通信信息的研究提供基础。在分析节点信息路径损耗模型时,网络节点处于移动的状态,不能满足大数据中信息准确定位的需求。当前方法给出通信用户信息节点定位目标函数,以求解结果为依据完成对通信用户信息节点定位,但忽略了信息节点移动的因素,存在节点响应时间较长,用户通信信息定位的精度较低的问题。提出基于自适应的蒙特卡罗方法对用户通信信息进行准确定位。依据小波变换对通信信息当前位置进行预测,利用自适应的蒙特卡罗定位方法对用户通信信息采样进行定位,对信息粒子进行初始化,与权值进行融合,对粒子进行过滤,得出粒子的最优位置,完成对用户通信信息的准确定位。实验结果表明,利用所提方法能有效提高节点通信节点定位的精度,为后续数据信息分析提供基础。 展开更多
关键词 大数据 用户通信信息 节点定位 蒙特卡罗
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基于循环神经网络的通信用户信息异常修复方法
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作者 孙静 《佳木斯大学学报(自然科学版)》 CAS 2024年第9期19-21,共3页
通信用户信息可能来自不同类型的设备、不同网络环境和不同数据格式,数据异构性导致了异常检测和修复的复杂性。为此,设计一种基于循环神经网络的通信用户信息异常修复方法。使用线性方法对通信用户信息进行降维,构建循环神经网络模型,... 通信用户信息可能来自不同类型的设备、不同网络环境和不同数据格式,数据异构性导致了异常检测和修复的复杂性。为此,设计一种基于循环神经网络的通信用户信息异常修复方法。使用线性方法对通信用户信息进行降维,构建循环神经网络模型,检测通信用户信息的异常。基于此,验证通信用户信息的状态值,实现通信用户信息异常修复。实验结果表明:研究方法对于通信异常信息的检测具有更为精准的应用效果,且准确性和召回率均更高。 展开更多
关键词 循环神经网络 通信用户信息 异常修复 信息降维
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大数据下通信传输用户信息安全保护仿真 被引量:5
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作者 李祥琴 罗小磊 《计算机仿真》 北大核心 2018年第5期172-176,共5页
对通信传输信息的安全保护,能够有效提升通信过程的用户隐私信息安全性。对通信用户信息的保护,需要选择一个用户模数作为信息加密指数,并判定其是否与欧拉函数互素,完成用户信息的安全保护。传统方法引入内积相似性算法,计算用户信息... 对通信传输信息的安全保护,能够有效提升通信过程的用户隐私信息安全性。对通信用户信息的保护,需要选择一个用户模数作为信息加密指数,并判定其是否与欧拉函数互素,完成用户信息的安全保护。传统方法引入内积相似性算法,计算用户信息的相似分数并排序,但忽略了对信息进行加密指数的求取,导致保护效果不理想。提出基于改进RSA的安全保护方法,在大数据下用户随机选取2个素数计算其模数;选择一个整数作为通信用户信息加密指数,并判定其是否与欧拉函数互素;采用欧几里得算法可以得到通信用户信息解密指数、公共密钥和私有密钥;分别给出了加密运算和解密运算公式以及三个相关参数的确定方法;针对RSA加密存在加密安全性差和加解密效率低的两方面不足分别对通信用户信息进行了加密变换和解密变换。实验结果表明,所提方法具有良好的加密安全性,且大大提高了通信用户信息的加解密传送效率。 展开更多
关键词 大数据下 通信用户信息 安全保护
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Robust THP Design with the Presence of Errors in CSIT Acquisition
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作者 Wang Xuzhen Niu Kai +2 位作者 He Zhiqiang Yu Guangwei Li Hui 《China Communications》 SCIE CSCD 2010年第2期78-86,共9页
In this paper, a robust THP is proposed for broadcast channel in multi-user multi-input multi-output (MU-MIMO) system, in which the channel uncertainty caused by feedback delay and mobile speed is taken into account. ... In this paper, a robust THP is proposed for broadcast channel in multi-user multi-input multi-output (MU-MIMO) system, in which the channel uncertainty caused by feedback delay and mobile speed is taken into account. In order to acquire the imperfect channel state information at transmitter (CSIT), a dynamic CSIT model is introduced where the channel temporal and spatial correlations are considered. By utilizing the unchanged channel statistics and accurate outdated feedback channel information jointly, the imperfect CSIT is obtained as the channel estimate and error covariance. Based on the obtained imperfect CSIT, a Minimum Mean-Square Error (MMSE) Tomlinsion-Harashima precoding (THP) is designed and the closed-form solution is derived by the Lagrangian multiplier approach under total power constraint. Simulation results are provided to indicate the preferable performances of the robust THP. Performance analysis with respect to feedback delay and mobile speed is also given. 展开更多
关键词 MU-MIMO channel estimate imperfect channel state
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Research on E-mail Communication Network Evolution Model Based on User Information Propagation 被引量:1
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作者 ZHANG Lejun GUO Lin XU Li 《China Communications》 SCIE CSCD 2015年第7期108-118,共11页
E-mail communication network evolution model based on user information propagation is studied. First, mathematical representation of weighted e-mail communication network is proposed, and network center parameters of ... E-mail communication network evolution model based on user information propagation is studied. First, mathematical representation of weighted e-mail communication network is proposed, and network center parameters of Enron dataset and the distribution of node degree and strength are analyzed. Then, some rules of e-mail communication network evolution are found. Second, the model of e-mail information propagation is described, and e-mail communication network evolution model based on user information propagation is proposed. Lastly, the simulation proves the correctness of the distribution characteristic of degree and strength of the model proposed and then verifies that the model proposed is closer to the real situation of e-mail communication network through parameter comparison. This research provides the basis for other researches on social network evolution and data communication. 展开更多
关键词 E-MAIL social network analysis network evolution information propagation
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Modelling the User
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作者 Evangelos Bekiaris Maria Gemou +6 位作者 Karel Van Isacker Karin Slegerst Lieve Laporte Nicky Salmon Luis Miguel Bascones Mercedes Turrero Ivan Carmona 《Computer Technology and Application》 2013年第7期327-334,共8页
The relatively high percentage of people with disabilities in Europe combined with the facts of ageing population, strong relation of impairment to age, and as State of the Art shows, dissatisfaction or even unawarene... The relatively high percentage of people with disabilities in Europe combined with the facts of ageing population, strong relation of impairment to age, and as State of the Art shows, dissatisfaction or even unawareness of people with disabilities of available assistive technology are revealing the necessity to incorporate a user-centric approach that beyond 2nd generation practices will achieve to provide embedded and built-in accessibility solutions, as well as toolkits for developers, for "engraving" accessibility in existing and emerging mass-market ICT-based products, aiming to make accessibility open, plug and play, personalised and configurable, realistic and applicable in various contexts, keeping always the user in the loop. The AEGIS (Accessibility Everywhere: Groundwork, Infrastructure, Standards) IP (Integrated Project) of the 7th European Framework Programme seeks to determine whether 3rd generation access techniques will provide a more accessible, more exploitable and deeply embeddable approach in mainstream ICT (information and communication technologies). This paper presents the holistic UCD (user-centered design) implementation plan, upon which AEGIS has been based in order to achieve its targets, starting from modelling its target users, in the most efficient way possible. 展开更多
关键词 ACCESSIBILITY open source UCD mobile applications desktop applications RIA (rich internet applications) people withdisabilities.
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