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2019 16th IEEE Annual Consumer Communications & Networking Conference (CCNC)最新文献

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Identification of Smartphone Applications by Encrypted Traffic Analysis 通过加密流量分析识别智能手机应用程序
Pub Date : 2019-01-01 DOI: 10.1109/CCNC.2019.8651821
Anan Sawabe, Takanori Iwai, K. Satoda
The requirements of smartphone users have shifted from the quality of service (i.e., throughput) to the quality of experience. Also, the amount of encrypted traffic has increased to protect personal information. Therefore, to provide a quality mobile network experience for smartphone users, network operators need to identify applications from the encrypted traffic and control their traffic. In this paper, we propose a method of identifying applications running on a specific smartphone by analyzing only the time series patterns in IP traffic without inspecting the encrypted traffic. The proposed method estimates application flow with a two-level probabilistic state transition model and identifies applications on the basis of the statistics per estimated flow. Through experiments identifying applications running on a smartphone, we evaluated the estimation accuracy of proposed method.
智能手机用户的需求已经从服务质量(即吞吐量)转向了体验质量。此外,为了保护个人信息,加密流量的数量也有所增加。因此,为了给智能手机用户提供优质的移动网络体验,网络运营商需要从加密流量中识别应用,并对其流量进行控制。在本文中,我们提出了一种通过仅分析IP流量中的时间序列模式而不检查加密流量来识别在特定智能手机上运行的应用程序的方法。该方法采用两级概率状态转移模型对应用程序流进行估计,并根据每个估计流的统计量对应用程序进行识别。通过在智能手机上运行的应用程序的实验,我们评估了该方法的估计精度。
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引用次数: 2
Efficient Protocol for Performance Enhancement of B4G and 5G Networks for MultiSIM Deployment 用于MultiSIM部署的B4G和5G网络性能增强的高效协议
Pub Date : 2019-01-01 DOI: 10.1109/CCNC.2019.8651690
Lalit Pathak, T. Vrind, Diwakar Sharma, D. Das
MultiSIM feature offers convenience to a user by providing connection to multiple operators for accessing different services through different SIMs with a User Equipment (UE). Generally, MultiSIM is deployed as a Dual Subscriber-Identity-Module (SIM) Dual Standby (DSDS) feature; sharing transceiver with secondary SIM (SIM-2), while primary SIM (SIM-I) is on an active data session with Operator-1. The sharing of transceiver (called tune away), causes inactivity on the Radio Link (RL) between UE and eNodeB (eNB) leading the Physical Channel Resource (PCR) wastage for Operator −1. Multi SIM Multi Standby (MSMS) feature is an enhancement over DSDS to scale up the usage with three or more SIMs with single transceiver. With MSMS deployment, PCR wastage will scale up as compared to DSDS, as it additionally introduces more challenges, like (a) increased number of tune away events due to more than two SIMs, (b) increase in tune away duration due to a cascading effect of simultaneous and back-to-back high priority procedures on secondary SIMs. MSMS will thus affect by increasing the backhaul retransmissions and buffering at Operator −1. To overcome the above challenges and to ensure MSMS is a reality soon, to the best of our knowledge for the first time, this paper proposes a new signaling via Non Access Stratum (NAS) layer, from UE to Evolved Packet Core (EPC) to indicate tune away when the duration of tune away spans several seconds. We propose to apply NAS signaling in a scenario specific manner to address tune away events. Through extensive simulation derived from mathematical modeling and measurements obtained from test bed with commercial UEs, the results reveal that for three SIMs in cascaded scenarios, with the proposed solution, the PCR wastage is reduced to only 7.9 % against 48.5% and eNB buffering reduced by 95% in comparison to the available literature for a practical deployment.
多sim卡功能为用户提供了方便,通过用户设备(UE)的不同sim卡连接多个运营商访问不同的服务。一般情况下,MultiSIM被部署为双用户身份模块(Dual Subscriber-Identity-Module, SIM)双待机(Dual Standby, DSDS)特性;与备用SIM卡(SIM-2)共享收发器,而主SIM卡(SIM- 1)与运营商-1进行活动数据会话。收发信机的共享(称为tune away)会导致UE和eNB之间的RL不活跃,导致Operator−1的物理信道资源(Physical Channel Resource)浪费。多SIM多待机(MSMS)功能是对DSDS的增强,可以扩展使用三个或更多的SIM卡和单个收发器。随着MSMS的部署,与DSDS相比,PCR浪费将扩大,因为它额外引入了更多的挑战,如(a)由于两个以上的sim卡而增加了调离事件的数量,(b)由于二级sim卡上同时和背对背高优先级程序的级联效应而增加了调离持续时间。因此,MSMS将通过增加回程重传和运营商−1的缓冲来影响。为了克服上述挑战并确保MSMS很快成为现实,据我们所知,本文首次提出了一种新的通过非接入层(NAS)层的信令,从UE到进化分组核心(EPC),当调谐持续时间跨越几秒钟时指示调谐。我们建议以特定场景的方式应用NAS信令来处理调离事件。通过从商业ue测试平台获得的数学建模和测量结果进行的广泛模拟,结果显示,与实际部署的现有文献相比,对于级联场景中的三个SIMs,使用所提出的解决方案,PCR浪费减少到7.9%,而不是48.5%,eNB缓冲减少了95%。
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引用次数: 6
Proactive Load Shifting for Distributed SDN Control Plane Architecture 分布式SDN控制平面架构的主动负载转移
Pub Date : 2019-01-01 DOI: 10.1109/CCNC.2019.8651738
Oluwatobi Akanbi, Amer Aljaedi, Xiaobo Zhou
Balancing the workload among distributed SDN controllers plays a critical role for both the network performance and the control plane scalability. Several distributed SDN controller architectures have been proposed to mitigate the risk of controller overload and failures. However, many of these architectures fall short for maintaining the same level of complexity in the control plane. A core implication of complex control plane can translate to a limitation in functional improvements of existing implementation. To address this issue, we propose a novel Proactive Load Shift (PLS) technique that augments the traditional SDN architecture with a shim layer to diminish the complexities in existing distributed SDN controller architectures. While our primary focus is on efficient workload distribution among SDN controllers in a distributed architecture, our shim layer also serves as a programmable abstraction for supporting new network functionalities in the SDN control plane and the data plane without infringing the SDN principles. To achieve optimal network performance in our proposed technique, we eliminate the need for inter-controller synchronization by delegating the synchronization sequence to the shim layer at a per-need based only. Our experimental results show that the PLS technique provides efficient responses to load balancing triggers with less overhead on the control plane.
分布式SDN控制器之间的工作负载均衡对于网络性能和控制平面的可扩展性至关重要。已经提出了几种分布式SDN控制器架构来降低控制器过载和故障的风险。然而,这些体系结构中的许多都无法在控制平面中保持相同级别的复杂性。复杂控制平面的核心含义可以转化为对现有实现的功能改进的限制。为了解决这个问题,我们提出了一种新的主动负载转移(PLS)技术,该技术通过一个衬垫层来增强传统的SDN架构,以减少现有分布式SDN控制器架构的复杂性。虽然我们主要关注的是分布式架构中SDN控制器之间的高效工作负载分配,但我们的shim层也可以作为可编程抽象,在不违反SDN原则的情况下支持SDN控制平面和数据平面中的新网络功能。为了在我们提出的技术中实现最佳的网络性能,我们通过仅根据需要将同步序列委托给shim层来消除控制器间同步的需要。我们的实验结果表明,PLS技术提供了有效的响应负载平衡触发器与较少的开销在控制平面上。
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引用次数: 4
ViDi: Virtual Director of Video Lectures ViDi:视频讲座的虚拟导演
Pub Date : 2019-01-01 DOI: 10.1109/CCNC.2019.8651813
M. Furini
Many educational institutes are making lecture recordings widely available to improve the students’ learning experience, but the viewing experience is quite poor (e.g., fixed camera pointed to the classroom and/or slideshow). This can jeopardize the benefits of the learning process based on video lectures. In this paper, we propose Virtual Director, a system designed to improve the viewing experience through an automated direction of video lectures. Virtual Director captures the classroom scenario, understands the semantic content of the lecture and produces a video with a layout that changes according to the semantic content and according to movie theory rules. A prototype, developed with off-the-shelf technologies, shows the feasibility of the approach and a preliminary evaluation confirmed that Virtual Director might improve the viewing experience of video lectures.
很多教育机构为了提高学生的学习体验,正在广泛提供讲课录音,但是观看体验很差(例如,固定摄像机指向教室和/或幻灯片)。这可能会危及基于视频讲座的学习过程的好处。在本文中,我们提出了一个虚拟导演系统,旨在通过视频讲座的自动化方向来改善观看体验。虚拟导演捕捉课堂场景,理解讲座的语义内容,并根据语义内容和电影理论规则制作视频布局。使用现成技术开发的原型显示了该方法的可行性,初步评估证实虚拟导演可能会改善视频讲座的观看体验。
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引用次数: 0
Tracking Social Interaction via Time Varying Path Loss Estimation from Wireless Transmissions 利用无线传输时变路径损耗估计跟踪社会互动
Pub Date : 2019-01-01 DOI: 10.1109/CCNC.2019.8651731
Quang-Bao Huynh, Ruslan Dautov, G. Tsouri
Social networking services, websites and mobile apps have become increasingly popular over the past years. As these services and applications become more sophisticated and encompassing, they are constantly looking for new methods of inferring social connections between peers. Some methods currently being used rely on identifying simultaneous geographical location of peers by means of the Global Positioning System and Internet Protocol addresses. These methods have limited accuracy and in most cases require actions by the peers. In this work, we consider utilizing estimations of the time-varying path loss of wireless transmissions from peers to infer their social interactions. Using a set of experiments, we demonstrate that the proposed method can be used to detect periods of social interactions by a monitoring receiver that is not coordinated with the peers.
过去几年,社交网络服务、网站和移动应用变得越来越流行。随着这些服务和应用程序变得越来越复杂和广泛,它们不断寻找推断同伴之间社会联系的新方法。目前使用的一些方法依赖于通过全球定位系统和互联网协议地址来确定对等体的同时地理位置。这些方法的准确性有限,并且在大多数情况下需要对等体的操作。在这项工作中,我们考虑利用来自同伴的无线传输的时变路径损耗的估计来推断他们的社会互动。通过一组实验,我们证明了所提出的方法可以用于检测与同伴不协调的监测接收器的社会互动周期。
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引用次数: 0
Towards Accurate and Scalable Performance Prediction for Automated Service Design in NFV 面向NFV自动化服务设计的准确和可扩展的性能预测
Pub Date : 2019-01-01 DOI: 10.1109/CCNC.2019.8651839
Florian Beye, Y. Shinohara, H. Shimonishi
Automatizing the process of designing communication services in network function virtualization (NFV) is important because it may reduce provisioning time and lead to more efficient designs. The design process involves solving performance constraints imposed by service level agreements (SLAs), which in turn requires accurate and fast performance prediction. However, effects such as resource contention make performance prediction in virtualized environments challenging when large numbers of possible combinations of software and hardware are considered. The key to scalability lies in finding a componentized approach that reduces the number of model degrees of freedom while still allowing high accuracy. In this work, we propose a componentized approach based on feed-forward networks that are composited from software and hardware models. Model parameter data is obtained from a machine learning technique which is fed using data generated from automatized offline performance measurements. An evaluation showed that our technology achieves a prediction accuracy close to 95% and prediction evaluation times of a few milliseconds.
在网络功能虚拟化(NFV)中实现通信服务设计过程的自动化非常重要,因为它可以减少供应时间并提高设计效率。设计过程涉及解决服务水平协议(sla)强加的性能约束,这反过来又需要准确和快速的性能预测。然而,当考虑到大量可能的软件和硬件组合时,资源争用等影响会使虚拟化环境中的性能预测变得困难。可伸缩性的关键在于找到一种组件化的方法,减少模型自由度的数量,同时仍然允许高精度。在这项工作中,我们提出了一种基于前馈网络的组件化方法,该网络由软件和硬件模型组成。模型参数数据通过机器学习技术获得,该技术使用自动化离线性能测量生成的数据进行馈送。评估表明,该技术的预测精度接近95%,预测评估时间仅为几毫秒。
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引用次数: 1
Improving Offload Delay using Flow Splitting and Aggregation in Edge Computing 边缘计算中利用流分割和流聚合改善卸载延迟
Pub Date : 2019-01-01 DOI: 10.1109/CCNC.2019.8651667
Yusuke Ito, H. Koga
Edge computing, which locates edge servers with limited computing and storage resources at the edge of networks, is expected as a novel architecture for low-latency applications. In edge computing, users offload a task to edge servers due to poor computing resources and batteries of mobile devices so that the edge servers execute the offloaded task and return the result of it to users. Users can thus enjoy various applications without depending on the limitations of mobile devices. However, when the edge server’s load is too heavy, a large number of tasks will be offloaded to distant cloud servers. The long distance between users and cloud servers significantly degrades the quality of mobile applications. To prevent this problem, we propose flow splitting and aggregation schemes to improve offload delay to cloud servers in edge computing. This scheme splits TCP connections between users and cloud servers at the edge server, and then aggregates TCP connections between the edge server and cloud servers. We show the effectiveness of our scheme through simulation evaluations.
边缘计算将计算和存储资源有限的边缘服务器定位在网络边缘,有望成为低延迟应用程序的新架构。在边缘计算中,由于移动设备的计算资源和电池不足,用户将任务卸载到边缘服务器,由边缘服务器执行卸载的任务,并将结果返回给用户。因此,用户可以享受各种应用程序,而不依赖于移动设备的限制。但是,当边缘服务器的负载过重时,大量的任务将被卸载到远程云服务器上。用户和云服务器之间的距离较远,会显著降低移动应用程序的质量。为了防止这个问题,我们提出了流分割和聚合方案来改善边缘计算中云服务器的卸载延迟。该方案将用户与云服务器之间的TCP连接在边缘服务器上进行拆分,然后将边缘服务器与云服务器之间的TCP连接进行聚合。通过仿真验证了该方案的有效性。
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引用次数: 3
Service Function Chaining: a lightweight container-based management and orchestration plane 服务功能链:一个轻量级的基于容器的管理和编排平面
Pub Date : 2019-01-01 DOI: 10.1109/CCNC.2019.8651862
Armir Bujari, C. Palazzi, D. Polonio, Marco Zanella
The increase in the amount of traffic with heterogeneous QoS requirements poses several challenges to end-to-end service provisioning. Network resource management and service differentiation are two crucial functionalities employed by service providers, proven essential in order to meet the end user requirements. In particular, application-driven networking has emerged as a viable alternative embodying the potential of enabling specific flow optimizations meeting application-specific requirements. In this context, Service Function Chaining (SFC) is seen as an enabling technology for the flexible management of specific service/application traffic. In this paradigm the network functions are seen as an ordered chain of interconnected functions handling traffic delivery (data plane), control and management. In this article we present a work in progress of a virtualized, container-based testbed with orchestration and management capabilities supporting service chains.
具有异构QoS需求的通信量的增加给端到端服务供应带来了一些挑战。网络资源管理和服务差异化是服务提供商采用的两个关键功能,已被证明是满足最终用户需求的关键。特别是,应用程序驱动的网络已经成为一种可行的替代方案,体现了实现满足特定应用程序需求的特定流优化的潜力。在这种情况下,业务功能链(SFC)被视为灵活管理特定业务/应用程序流量的启用技术。在这个范例中,网络功能被看作是处理流量传递(数据平面)、控制和管理的相互连接的功能的有序链。在本文中,我们介绍了一项正在进行的工作,该工作是一个虚拟化的、基于容器的测试平台,具有支持服务链的编排和管理功能。
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引用次数: 5
Elimination Yield Based Collision Resolution Protocol for Dense IoT Networks 基于消除良率的密集物联网网络冲突解决协议
Pub Date : 2019-01-01 DOI: 10.1109/CCNC.2019.8651710
Ruslan Dautov, G. Tsouri
We propose and evaluate a low-complexity random medium access control protocol for dense IoT applications. The protocol finds its origin in the HiperLAN standard and is based on Elimination Yield Non-Preemptive Multiple Access (EYNPMA). Collisions are resolved during a dedicated contention period at the beginning of the frame without coordination between nodes. We evaluate performance using analytical approach validated by computer simulations. Results show significant throughput increase in the context of IEEE 802.11 standard when the proposed protocol is used as a back off mechanism.
我们提出并评估了用于密集物联网应用的低复杂度随机介质访问控制协议。该协议起源于HiperLAN标准,基于消除产生非抢占式多址(EYNPMA)。冲突在帧开始的专用争用期间解决,无需节点之间的协调。我们使用经过计算机模拟验证的分析方法来评估性能。结果表明,在IEEE 802.11标准环境下,当所提出的协议被用作回退机制时,吞吐量显著增加。
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引用次数: 0
A Communication Architecture for Cooperative Networked Cyber-Physical Systems 协作网络信息物理系统的通信体系结构
Pub Date : 2019-01-01 DOI: 10.1109/CCNC.2019.8651834
Georg von Zengen, Yannic Schröder, L. Wolf
Cyber-Physical Systems (CPSs) are used in various important application areas. Networking of several CPSs, the internal networking of CPSs components as well as the interconnection with other systems, is of major importance with respect to scientific, engineering and technical considerations; yet, it is also very challenging. In this paper we describe an architecture and methods which can be used for various networked CPSs. To base the system design and approaches on realistic requirements and devise suitable methods, we use tightly cooperating, mobile robots as application area. This is an example of challenging CPSs which put high demands on the networking methods. Nevertheless, the considerations are applicable to other CPSs as well. In order to enable networked mobile robots to perform individual and cooperative tasks, real-time support and network operations such as merge, split, and synchronize among clusters of such robots are needed. Further, management functions have to be provided which enable independent, but concurrent clusters to allocate and share scarce network resources. In the context of this paper, network resources are considered in a broad sense (e.g., time slots, frequency channels, codes) and assigned by a novel scheduling algorithm. Thus, a schedule means not only a sequence of time slots, but it takes all mentioned dimensions into account.
信息物理系统(cps)被用于各种重要的应用领域。就科学、工程和技术方面的考虑而言,若干cps的联网、cps组成部分的内部联网以及与其他系统的相互联系是非常重要的;然而,它也非常具有挑战性。本文描述了一种可用于各种网络cps的体系结构和方法。为了将系统设计和方法建立在现实需求的基础上,并设计出合适的方法,我们将紧密协作的移动机器人作为应用领域。这是一个具有挑战性的cps的例子,它对网络方法提出了很高的要求。然而,这些考虑也适用于其他cps。为了使网络化的移动机器人能够执行单独的和协作的任务,需要在这些机器人集群之间进行实时支持和网络操作,如合并、分裂和同步。此外,还必须提供管理功能,使独立但并发的集群能够分配和共享稀缺的网络资源。本文从广义上考虑网络资源(如时隙、频道、码),并采用一种新的调度算法进行分配。因此,时间表不仅意味着一个时间段序列,而且还考虑了所有提到的维度。
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引用次数: 1
期刊
2019 16th IEEE Annual Consumer Communications & Networking Conference (CCNC)
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