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基于流量信息结构的异常检测 被引量:36
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作者 朱应武 杨家海 张金祥 《软件学报》 EI CSCD 北大核心 2010年第10期2573-2583,共11页
由于人们对网络流量规律的认识还不够深入,大型高速网络流量的异常检测仍然是目前测量领域研究的一个难点问题.通过对网络流量结构和流量信息结构的研究发现,在一定范围内,正常网络流量的IP、端口等具有重尾分布和自相似特性等较为稳定... 由于人们对网络流量规律的认识还不够深入,大型高速网络流量的异常检测仍然是目前测量领域研究的一个难点问题.通过对网络流量结构和流量信息结构的研究发现,在一定范围内,正常网络流量的IP、端口等具有重尾分布和自相似特性等较为稳定的流量结构,这种结构对应的信息熵值较为稳定.异常流量和抽样流量的信息熵值以正常流量信息熵值为中心波动,构成以IP、端口和活跃IP数量为维度的空间信息结构.据此对流量进行建模,提出了基于流量信息结构的支持向量机(support vector machine,简称SVM)的二值分类算法,其核心是将流量异常检测转化为基于SVM的分类决策问题.实验结果表明,该算法具有很高的检测效率,还初步验证了该算法的抽样检测能力.因此,将该算法应用到大型高速骨干网络具有实际意义. 展开更多
关键词 异常检测 网络流量结构 流量信息结构 异常流量 抽样
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A stepwise optimal design of water network 被引量:1
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作者 Ying Li Jintao Guan 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2016年第6期787-794,共8页
In order to take full advantage of regeneration process to reduce fresh water consumption and avoid the accumulation of trace contaminants, regeneration reuse and regeneration recycle should be distinctive. A stepwise... In order to take full advantage of regeneration process to reduce fresh water consumption and avoid the accumulation of trace contaminants, regeneration reuse and regeneration recycle should be distinctive. A stepwise optimal design for water network is developed to simplify solution procedures for the formulated MINLP problem. In this paper, a feasible water reuse network framework is generated. Some heuristic rules from water reuse network are used to guide the placement of regeneration process. Then the outlet stream of regeneration process is considered as new water source. Regeneration reuse network structure is obtained through an iterative optimal procedure by taking the insights from reuse water network structure. Furthermore, regeneration recycle is only utilized to eliminate fresh water usage for processes in which regeneration reuse is impossible. Compared with the results obtained by relevant researches for the same example, the present method not only provides an appropriate regeneration reuse water network with minimum fresh water and regenerated water flow rate but also suggests a water network involving regeneration recycle with minimum recycle water flow rate. The design can utilize reuse, regeneration reuse and regeneration recycle step by step with minor water network structure change to achieve better flexibility. It can satisfy different demands for new plants and modernization of existing plants. 展开更多
关键词 Water networkReuseRegeneration reuseRegeneration recycleStepwise
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An Improved FN Algorithm for Community Division of Air Route Network
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作者 ZHAO Zheng ZHANG Saiwen +1 位作者 XU Lipeng HU Li 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2020年第4期630-637,共8页
Community division is an important method to study the characteristics of complex networks.The widely used fast-Newman(FN)algorithm only considers the topology division of the network at the static layer,and dynamic t... Community division is an important method to study the characteristics of complex networks.The widely used fast-Newman(FN)algorithm only considers the topology division of the network at the static layer,and dynamic traffic flow demand is ignored.The result of the division is only structurally optimal.To improve the accuracy of community division,based on the static topology of air route network,the concept of network traffic contribution degree is put forward.The concept of operational research is introduced to optimize the network adjacency matrix to form an improved community division algorithm.The air route network in East China is selected as the object of algorithm comparison experiment,including 352 waypoints and 928 segments.The results show that the improved algorithm has a more ideal effect on the division of the community structure.The proportion of the number of nodes included in the large community has increased by 21.3%,and the modularity value has increased from 0.756 to 0.806,in which the modularity value is in the range of[-0.5,1).The research results can provide theoretical and technical support for the optimization of flight schedules and the rational use of air route resources. 展开更多
关键词 air route network community division topological structure traffic flow contribution
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Comprehensive Analysis of Caching Performance under Probabilistic Traffic Patterns for Content Centric Networking
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作者 Dabin Kim Young-Bae Ko Sung-Hwa Lim 《China Communications》 SCIE CSCD 2016年第3期127-136,共10页
The phenomenon of data explosion represents a severe challenge for the upcoming big data era.However,the current Internet architecture is insufficient for dealing with a huge amount of traffic owing to an increase in ... The phenomenon of data explosion represents a severe challenge for the upcoming big data era.However,the current Internet architecture is insufficient for dealing with a huge amount of traffic owing to an increase in redundant content transmission and the end-point-based communication model.Information-centric networking(ICN)is a paradigm for the future Internet that can be utilized to resolve the data explosion problem.In this paper,we focus on content-centric networking(CCN),one of the key candidate ICN architectures.CCN has been studied in various network environments with the aim of relieving network and server burden,especially in name-based forwarding and in-network caching functionalities.This paper studies the effect of several caching strategies in the CCN domain from the perspective of network and server overhead.Thus,we comprehensively analyze the in-network caching performance of CCN under several popular cache replication methods(i.e.,cache placement).We evaluate the performance with respect to wellknown Internet traffic patterns that follow certain probabilistic distributions,such as the Zipf/Mandelbrot–Zipf distributions,and flashcrowds.For the experiments,we developed an OPNET-based CCN simulator with a realistic Internet-like topology. 展开更多
关键词 content-centric networking probabilistic Internet traffic patterns caching performance analysis OPNET
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