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Packet out-of-order and retransmission in statistics-based traffic analysis 基于统计的流量分析中的丢包和重传
Pub Date : 2014-09-01 DOI: 10.1109/APNOMS.2014.6996585
Su-Kang Lee, Hyun-Min Ahn, Myung-Sup Kim
With the rapid growth of the Internet, the importance of application traffic analysis increases for efficient network management. The statistical information in traffic flows, can be efficiently utilized for application traffic identification. However, the packet out-of-order and retransmission generated at the traffic collection point reduce the performance of the statistics-based traffic analysis. In this paper, we propose a novel method to detect and resolve the packet out-of-order and retransmission problem in order to improve completeness and accuracy of the traffic identification. To prove the feasibility of the proposed method, we applied our method to a real traffic analysis system using statistical flow information, and compared the performance of the system with the selected 9 popular applications. The experiment showed maximum 4.9% of completeness growth in traffic bytes, which shows that the proposed method contributes to the analysis of heavy flow.
随着Internet的快速发展,应用流量分析对于高效的网络管理越来越重要。利用交通流中的统计信息,可以有效地进行应用流量识别。但是,在流量采集点产生的数据包乱序和重传会降低基于统计的流量分析的性能。为了提高流量识别的完整性和准确性,本文提出了一种新的检测和解决数据包乱序和重传问题的方法。为了证明该方法的可行性,我们将该方法应用于一个真实的统计流量信息的交通分析系统,并将该系统的性能与选定的9个流行应用进行了比较。实验结果表明,流量字节的完备性增长最大可达4.9%,表明该方法对大流量分析有一定的贡献。
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引用次数: 1
Routing algorithm of smart grid data collection based on data balance measurement model 基于数据平衡测量模型的智能电网数据采集路由算法
Pub Date : 2014-09-01 DOI: 10.1109/APNOMS.2014.6996557
Xiaochun Jia, Xingyu Chen, Sujie Shao, F. Qi
Data collection communications system for electric power communication network is an important entity network in electric power system. It's significant to provide a reasonable routing mechanism for data collection system. The major risk of original routing mechanism is the burst congestion. In the data collection network of smart grid, that some nodes may suffer from more congestion than others even become the bottleneck of network become the new source of risk. In order to overcome these problems, this paper proposes a routing mechanism to realize data balance. This mechanism firstly abstracts a multigate network model of data collection system. Then, it proposes a routing measurement model to balance data traffic named data balance measurement model (DBMM). Subsequently it proposes a routing algorithm based on DBMM, named RA-DBMM. The RA-DBMM handles the data traffic to achieve data balance by modifying the routing decision measurement function. So the queue length of queuing data and buffer capacity of every nodes are taken into consideration. Simulation illustrates that the proposed RA-DBMM has biggish enhancement in minishing the congestion, reducing loss ratio, overcoming bottleneck and increasing throughput of network.
电力通信网数据采集通信系统是电力系统中重要的实体网络。为数据采集系统提供合理的路由机制具有重要意义。原有路由机制的主要风险是突发拥塞。在智能电网的数据采集网络中,一些节点可能比其他节点更拥堵,甚至成为网络的瓶颈,成为新的风险来源。为了克服这些问题,本文提出了一种路由机制来实现数据均衡。该机制首先抽象了一个数据采集系统的多门网络模型。在此基础上,提出了一种均衡数据流量的路由度量模型——数据均衡度量模型(DBMM)。随后提出了一种基于DBMM的路由算法RA-DBMM。RA-DBMM通过修改路由决策度量功能,对数据流量进行处理,实现数据均衡。因此考虑了排队数据的队列长度和各节点的缓冲容量。仿真结果表明,所提出的RA-DBMM在减少网络拥塞、降低网络损失率、克服网络瓶颈、提高网络吞吐量等方面都有较大的提高。
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引用次数: 2
QoE-oriented resource management strategy by considering user preference for video content 考虑用户视频内容偏好的面向qos的资源管理策略
Pub Date : 2014-09-01 DOI: 10.1109/APNOMS.2014.6996606
Yifan Ding, Yang Geng, Ruiyi Wang, Yang Yang, Wenjing Li
The user's Quality of Experience (QoE) is an assessment of the human experience. It's not only influenced by Quality of Service (QoS) parameters but also influenced by user's preference for video content. This article studies user's preference for video content and how user's QoE changes on account of their biases. Through two experiments, it is concluded that the higher the user's preference score is, the higher the user rate MOS and the less MOS reduces when the resolution of video decrease. That is, the more user likes the video content, the more tolerant they will be to quality reduction of videos. Then a network resource management strategy is proposed based on the conclusion, and a web site platform is established for the test. Eventually we get the result that 87.0% of the participants have their MOS value increased after using the strategy.
用户体验质量(QoE)是对人类体验的评估。它不仅受到服务质量(QoS)参数的影响,还受到用户对视频内容偏好的影响。本文研究了用户对视频内容的偏好,以及用户的QoE如何随着他们的偏好而变化。通过两个实验,得出用户偏好分数越高,用户率MOS越高,视频分辨率降低时MOS减少越少的结论。也就是说,用户越喜欢视频内容,对视频质量降低的容忍度就越高。在此基础上提出了网络资源管理策略,并搭建了测试网站平台。最终我们得到的结果是,使用该策略后,87.0%的参与者的MOS值有所提高。
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引用次数: 3
Utilizing group prediction by users' interests to improve the performance of web proxy servers 利用用户兴趣分组预测提高web代理服务器性能
Pub Date : 2014-09-01 DOI: 10.1109/APNOMS.2014.6996559
Tsozen Yeh, Liang-fan Chang
Companies and institutions often use Web proxy servers to service the multiple requests of the same Web pages (or Web objects) from users therein to save the network bandwidth and reduce the Internet latency. Web proxy servers usually are geographically close to their clients (users). If Web proxy serves have cached valid copies of requested Web objects, they can be directly delivered to users. Otherwise, users need to spend a long time on getting Web objects from their hosting Web servers. Both cases will require users to wait for their requests. This period of latency can be largely reduced if Web proxy servers could predict what Web objects users may need in the near future, and send those predicted Web objects to the client sites before their actual usage. Various predicting algorithms, such as those based on temporal locality and data mining, had been proposed to enable proxy servers to make prediction of what Web objects users may access. However, they often need to constantly update and maintain their models in realtime to make their schemes effective. As a result, for proxy servers servicing a large number of users, schemes demanding for complicated and realtime calculation will not be as useful as expected in practice. Based on Web sites and Web pages commonly visited by users, we proposed a new model with an offline learning algorithm to help Web proxy servers make prediction about upcoming requests of Web objects from users. Compared with the hit ratio achieved by the original environment without prediction, our model can improve the caching performance of users' Web browsers by up to 51.37%.
公司和机构经常使用Web代理服务器来服务用户对同一Web页面(或Web对象)的多个请求,以节省网络带宽和减少Internet延迟。Web代理服务器通常在地理位置上靠近其客户端(用户)。如果Web代理服务缓存了请求的Web对象的有效副本,它们就可以直接传递给用户。否则,用户需要花费很长时间从其托管Web服务器获取Web对象。这两种情况都需要用户等待他们的请求。如果Web代理服务器能够预测用户在不久的将来可能需要哪些Web对象,并在实际使用之前将这些预测的Web对象发送到客户端站点,则可以大大减少这段时间的延迟。已经提出了各种预测算法,例如基于时间局部性和数据挖掘的预测算法,以使代理服务器能够预测用户可能访问的Web对象。然而,他们经常需要不断地实时更新和维护他们的模型,以使他们的方案有效。因此,对于服务于大量用户的代理服务器,需要复杂和实时计算的方案在实践中并不像预期的那样有用。基于用户经常访问的网站和网页,提出了一种基于离线学习算法的新模型,帮助Web代理服务器预测用户对Web对象的即将请求。与没有预测的原始环境相比,我们的模型可以将用户Web浏览器的缓存性能提高51.37%。
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引用次数: 0
A novel traffic information estimation method based on mobile network signaling 一种新的基于移动网络信令的流量信息估计方法
Pub Date : 2014-09-01 DOI: 10.1109/APNOMS.2014.6996107
L. Kao, Z. Tsai
Two commonly used methods for traffic information rely on Vehicle Detector (VD) and Global Positioning System-Based Vehicle Probe (GVP); however, they have some confinements, such as high cost for construction and maintenance, and limited coverage. For the sake of overcoming dilemmas happened on VD and GVP, Cellular-Based Vehicle Probe (CVP) comes into being. However, the current applications for CVP mainly focus on arteries or freeways, where traffic information for longer distance is derived from two Inter-Visitor Location Register Location Area Update (Inter-VLR LAU) events with various Location Area Code (LAC) borders, and the one for shorter distance is from two consecutive handover events. The perplexity of available CVP techniques comes about is that there are no two Inter-VLR LAU events with various LAC borders and few handover events in scenic spots. In order to expand the applications for CVP to scenic spots, a cost-effective and flexible method utilizing mobile network signalling called Enhanced CVP (ECVP) is proposed. The key concept for ECVP is that we adopt Inter-VLR LAU events at the origin and all kinds of communication events at the destination to retrieve traffic information. The inaccuracy of ECVP consists in the uncertainty of event occurred time at the destination. Therefore, with a view to acquiring more accurate traffic information, three novel Reinforced CVP (RCVP) algorithms, inclusive of Fixed r percent samples CVP (F-RCVP), Dynamic r percent samples (D-RCVP), and Dynamic r percent samples with Discarding former samples (DD-RCVP), are presented. Numerical results show that F-RCVP is suitable for scenic spots that the LAC border only contain samples resulting from cars. By contrast, if the samples consist of both cars and motorcycles, it is recommended that D-RCVP and DD-RCVP are introduced.
两种常用的交通信息获取方法分别是车辆探测器(VD)和基于全球定位系统的车辆探测器(GVP)。然而,它们也有一些局限性,例如建设和维护成本高,覆盖范围有限。基于细胞的车辆探针技术(Cellular-Based Vehicle Probe, CVP)是为了克服VD和GVP的困境而产生的。然而,目前CVP的应用主要集中在主干道或高速公路上,其中较长距离的交通信息来源于两个具有不同位置区域代码(LAC)边界的Inter-Visitor Location Register Location Area Update (Inter-VLR LAU)事件,较短距离的交通信息来源于两个连续的交接事件。现有CVP技术的困惑在于没有两个不同LAC边界的跨vlr LAU事件,景区内的交接事件很少。为了将CVP扩展到景区,提出了一种经济、灵活的利用移动网络信令的增强型CVP (Enhanced CVP, ECVP)方法。ECVP的关键概念是我们在原点采用Inter-VLR LAU事件,在目的地采用各种通信事件来检索交通信息。ECVP的不准确性在于事件在目的地发生时间的不确定性。因此,为了获得更准确的交通信息,本文提出了固定r百分比样本CVP (F-RCVP)、动态r百分比样本CVP (D-RCVP)和动态r百分比样本丢弃前样本(DD-RCVP)三种新的增强CVP (RCVP)算法。数值结果表明,F-RCVP适用于LAC边界仅包含汽车样本的景区。相反,如果样本中既有汽车又有摩托车,则建议引入D-RCVP和DD-RCVP。
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引用次数: 0
Aggregation management design for user-defined network infrastructure 用户定义网络基础设施的聚合管理设计
Pub Date : 2014-09-01 DOI: 10.1109/APNOMS.2014.6996581
Ardiansyah Musa Efendi, Sungmin Hwang, M. F. Muthohar, G. Bang, Deokjai Choi, Kyungbaek Kim, Wang-Cheol Song, Seung-Joon Seok, Seunghae Kim
Recently, OpenFlow and FlowVisor are the most promising architecture components of the software-defined networks (SDNs). The evolution of these components brought the revolution of utilizing network elements for the shared and virtual network infrastructure, however from the aspects of production networks, it still lacks of some key component. For example, policy-based services provisioning for user-defined requirement is an indispensable part. Hence, innovative aggregation management design for virtual network management system framework must be developed and tested. This paper describes an initial design to user-defined network infrastructure in order to make it capable of running policy-based engineering related experiments. We developed the framework regarding the real use cases upon the shared and virtual network in KREONET infrastructure. Moreover, we also presented perflow-user-defined specifications which include max rate limiter and dynamic priority assignment strategy to enhance the validation performance of our system for production networks.
最近,OpenFlow和FlowVisor是软件定义网络(sdn)中最有前途的架构组件。这些组件的演进带来了共享虚拟网络基础设施利用网元的革命,但从生产网络方面来看,仍缺少一些关键组件。例如,为用户定义的需求提供基于策略的服务是不可或缺的一部分。因此,必须开发和测试针对虚拟网络管理系统框架的创新聚合管理设计。本文描述了一种用户自定义网络基础设施的初步设计,使其能够运行基于策略的工程相关实验。我们针对KREONET基础架构中的共享和虚拟网络中的实际用例开发了框架。此外,我们还提出了流量自定义规范,其中包括最大速率限制器和动态优先级分配策略,以提高系统在生产网络中的验证性能。
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引用次数: 4
SQUARE: FF on CUBIC TCP over Links with Different RTT SQUARE:在不同RTT链路上的立方TCP上的FF
Pub Date : 2014-09-01 DOI: 10.1109/APNOMS.2014.6996562
Tomoki Kozu, Y. Akiyama, Saneyasu Yamaguchi
CUBIC TPC is a congestion control algorithm for TCP. It is the current default TCP algorithm in Linux. Because many Internet servers, such as web servers, are running on Linux operating system, keeping throughput obtained with this TCP algorithm enough is quite important. Then, many performance studies have been published. However, most of these studies were based on network simulators. Thus, evaluations using an actual TCP implementation and actual network elements are important in addition to these existing studies. In this paper, we focus on RTT (round trip time) fairness of CUBIC TCP, which is performance fairness among CUBIC TCP connections with different network delay times. Firstly, we present RTT fairness evaluation using actual TCP implementations and actual network elements and show that the RTT fairness is not enough. Secondly, we discuss the cause of the unfairness based on CUBIC TCP behavior. Thirdly, we propose a method for improving RTT fairness of CUBIC TCP, which is called SQUARE: FF (Feedback for Fairness based on square root of RTT). It has a mechanism with which an insufficient congestion window size is automatically increased. Finally, we present evaluation results and demonstrate that the proposed method provides better fairness than original CUBIC TCP implementation.
CUBIC TPC是TCP的拥塞控制算法。这是Linux当前默认的TCP算法。由于许多Internet服务器(如web服务器)都运行在Linux操作系统上,因此保持使用这种TCP算法获得的吞吐量非常重要。然后,发表了许多性能研究。然而,这些研究大多是基于网络模拟器。因此,除了这些现有的研究之外,使用实际的TCP实现和实际的网络元素进行评估也很重要。本文重点研究了CUBIC TCP的RTT(往返时间)公平性,即具有不同网络延迟时间的CUBIC TCP连接之间的性能公平性。首先,我们用实际的TCP实现和实际的网元对RTT公平性进行了评估,结果表明RTT公平性是不够的。其次,讨论了基于CUBIC TCP行为的不公平产生的原因。第三,我们提出了一种提高CUBIC TCP RTT公平性的方法,称为SQUARE: FF (Feedback for fairness based on SQUARE root of RTT)。它具有一种机制,可以自动增加不足的拥塞窗口大小。最后,我们给出了评估结果,并证明了该方法比原始的CUBIC TCP实现具有更好的公平性。
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引用次数: 1
Opportunistic resource sharing in mobile cloud computing: The single-copy case 移动云计算中的机会性资源共享:单副本案例
Pub Date : 2014-09-01 DOI: 10.1109/APNOMS.2014.6996110
Wei Liu, R. Shinkuma, Tatsuro Takahashi
Modern mobile devices (smart phones, wearable devices, and smart vehicles) have greater resources (communication, computation, and sensing) than before, and these resources are not always fully utilized by device users. Therefore, mobile devices, from time to time, encounter other devices that could provide resources to them. Because the amount of such resources has increased with the number of mobile devices, researchers have begun to consider making use of these resources, located at the “edge” of mobile networks, to increase the scalability of future information networks. This has led to a cooperation based architecture of mobile cloud computing (MCC). This paper reports the concept and design of a resource sharing mechanism that utilizes resources in mobile devices through opportunistic contacts between them. Theoretical models and formal definitions of problems are presented. The efficiency of the proposed mechanism is validated through simulation.
现代移动设备(智能手机、可穿戴设备和智能汽车)拥有比以前更多的资源(通信、计算和传感),而这些资源并不总是被设备用户充分利用。因此,移动设备不时会遇到可以为其提供资源的其他设备。由于这些资源的数量随着移动设备数量的增加而增加,研究人员开始考虑利用这些位于移动网络“边缘”的资源来增加未来信息网络的可扩展性。这导致了基于协作的移动云计算(MCC)架构。本文报告了一种资源共享机制的概念和设计,该机制通过移动设备之间的机会接触来利用资源。给出了问题的理论模型和形式定义。通过仿真验证了该机制的有效性。
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引用次数: 9
A novel 3D beamforming scheme for LTE-Advanced system 一种新的LTE-Advanced系统三维波束形成方案
Pub Date : 2014-09-01 DOI: 10.1109/APNOMS.2014.6996514
Yu Cheng, Chih-Hsuan Chen
Beamforming is a well-known signal processing technique to increase the received signal strength to a chosen direction. Recently, the three dimensional (3D) beamforming technique has gained a growing interest due to its potential to enable various strategies like user specific elevation beam-forming and vertical sectorization. Compared with conventional horizontal beamforming, 3D beamforming exploits the channel's degrees of freedom in the elevation direction with the active antenna system (AAS). Currently, 3GPP is on the study phase of this advanced MIMO technique and is working on the 3D channel model specification. In this paper, we propose a new 3D beamforming algorithm which combines conventional horizontal beamforming and elevation beamforming. Simulations are used to evaluate our proposed beamforming algorithm in urban macro environment with different inter-site distance (ISD).
波束形成是一种众所周知的信号处理技术,可以将接收到的信号强度提高到选定的方向。最近,三维波束形成技术因其具有实现用户特定高度波束形成和垂直扇形等各种策略的潜力而受到越来越多的关注。与传统的水平波束形成相比,三维波束形成利用了有源天线系统(AAS)在仰角方向上的信道自由度。目前,3GPP正处于这种先进MIMO技术的研究阶段,并正在制定3D信道模型规范。本文提出了一种新的三维波束形成算法,该算法将传统的水平波束形成与仰角波束形成相结合。在不同站点间距离(ISD)的城市宏观环境下,通过仿真对我们提出的波束形成算法进行了评价。
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引用次数: 17
An on-line anomaly detection method based on LMS algorithm 基于LMS算法的在线异常检测方法
Pub Date : 2014-09-01 DOI: 10.1109/APNOMS.2014.6996537
Ziyu Wang, Jiahai Yang, Fuliang Li
Anomaly detection has been a hot topic in recent years due to its capability of detecting zero attacks. In this paper, we propose a new on-line anomaly detection method based on LMS algorithm. The basic idea of the LMS-based detector is to predict IGTE using IGFE, given the high linear correlation between them. Using the artificial synthetic data, it is shown that the LMS-based detector possesses strong detection capability, and its false positive rate is within acceptable scope.
异常检测由于具有检测零攻击的能力而成为近年来研究的热点。本文提出了一种基于LMS算法的在线异常检测方法。基于lms的探测器的基本思想是利用IGFE预测IGTE,因为它们之间具有高度的线性相关性。利用人工合成数据表明,基于lms的检测器具有较强的检测能力,其假阳性率在可接受范围内。
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引用次数: 4
期刊
The 16th Asia-Pacific Network Operations and Management Symposium
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