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面向内部威胁检测的用户跨域行为模式挖掘 被引量:16
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作者 文雨 王伟平 孟丹 《计算机学报》 EI CSCD 北大核心 2016年第8期1555-1569,共15页
内部用户行为分析是系统安全领域中一个重要的研究问题.近期的工作主要集中在用户单域行为的单一模式分析技术,同时依赖于领域知识和用户背景,不适用于多检测域场景.文中提出一种新的用户跨域行为模式分析方法.该方法能够分析用户行为... 内部用户行为分析是系统安全领域中一个重要的研究问题.近期的工作主要集中在用户单域行为的单一模式分析技术,同时依赖于领域知识和用户背景,不适用于多检测域场景.文中提出一种新的用户跨域行为模式分析方法.该方法能够分析用户行为的多元模式.此外,该方法是完全数据驱动的方法,不需要依赖相关领域知识和用户背景属性.最后作者基于文中的用户行为模式分析方法设计了一种面向内部攻击的检测方法.在实验中,作者使用文中方法分析了真实场景中的5种用户审计日志,实验结果验证了文中分析方法在多检测域场景中分析用户行为多元模式的有效性,同时文中检测方法优于两种已有方法:单域检测方法和基于单一行为模式的检测方法. 展开更多
关键词 内部威胁 多检测域 用户跨行为分析 非负矩阵分解 高斯混合模型 机器学习
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Efficient Algorithm for K-Barrier Coverage Based on Integer Linear Programming 被引量:15
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作者 Yanhua Zhang Xingming Sun Baowei Wang 《China Communications》 SCIE CSCD 2016年第7期16-23,共8页
Barrier coverage of wireless sensor networks is an important issue in the detection of intruders who are attempting to cross a region of interest.However,in certain applications,barrier coverage cannot be satisfied af... Barrier coverage of wireless sensor networks is an important issue in the detection of intruders who are attempting to cross a region of interest.However,in certain applications,barrier coverage cannot be satisfied after random deployment.In this paper,we study how mobile sensors can be efficiently relocated to achieve k-barrier coverage.In particular,two problems are studied:relocation of sensors with minimum number of mobile sensors and formation of k-barrier coverage with minimum energy cost.These two problems were formulated as 0–1 integer linear programming(ILP).The formulation is computationally intractable because of integrality and complicated constraints.Therefore,we relax the integrality and complicated constraints of the formulation and construct a special model known as RELAX-RSMN with a totally unimodular constraint coefficient matrix to solve the relaxed 0–1 ILP rapidly through linear programming.Theoretical analysis and simulation were performed to verify the effectiveness of our approach. 展开更多
关键词 k-barrier coverage linear programming wireless sensor networks
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Multipath error detection and correction for GEO/IGSO satellites 被引量:33
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作者 WU XiaoLi ZHOU JianHua +2 位作者 WANG Gang HU XiaoGong CAO YueLing 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2012年第7期1297-1306,共10页
Constellations of regional satellite navigation systems are usually constituted of geostationary satellites (GEO) and inclined geostationary satellites (IGSO) for better service availability. Analysis of real data sho... Constellations of regional satellite navigation systems are usually constituted of geostationary satellites (GEO) and inclined geostationary satellites (IGSO) for better service availability. Analysis of real data shows that the pseudorange measurements of these two types of satellites contain significant multipath errors and code noise, and the multipath for GEO is extremely serious, which is harmful to system services. In contrast, multipath error of carrier phase measurements is less than 3 cm, which is smaller than the multipath of pseudorange measurements by two orders of magnitude. Using a particular combination of pseudorange and dual-frequency carrier phase measurements, the pseudorange multipath errors are detected, and their time varying features are analyzed. A real-time multipath correction algorithm is proposed in this paper, which is called CNMC (Code Noise and Multipath Correction). The algorithm decreases the influence of the multipath error and therefore ensures the performance of the system. Data processing experiments show that the multipath error level may be reduced from 0.5 m to 0.15 m by using this algorithm, and 60% of GEO multipath errors and 42% of IGSO multipath errors are successfully corrected with CNMC. Positioning experiments are performed with a constellation of 3 GEO plus 3 IGSO satellites. For dual-frequency users the East-West position accuracy is improved from 1.31 m to 0.94 m by using the CNMC algorithm, the South-North position accuracy is improved from 2.62 m to 2.29 m, and the vertical position accuracy is improved from 4.25 m to 3.05 m. After correcting multipath errors, the three-dimensional position accuracy is improved from 5.16 m to 3.94 m. 展开更多
关键词 multipath error carrier smoothing pseudorange GEO satellite position error
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