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Proceedings of the 21st Annual International Conference on Mobile Computing and Networking最新文献

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Research Challenges and Opportunities in a Mobility-centric World 研究以移动为中心的世界中的挑战和机遇
J. Kurose
The Internet recently passed an historic inflection point, with the number of broadband mobile devices surpassing the number of wired PCs and servers connected to the Internet. Mobility now profoundly affects the architecture, services and applications in both the wireless and wired domains. In this "bottom up" talk, we begin by discussing several specific mobility-related challenges and recent results in areas including mobility measurement (including privacy considerations) and modeling, and context-sensitive services. We then take a broader look at current and future challenges, and conclude by discussing several NSF investments in programs and projects in area of mobile networking.
互联网最近经历了一个历史性的转折点,宽带移动设备的数量超过了连接到互联网的有线个人电脑和服务器的数量。移动性现在深刻地影响着无线和有线领域的架构、服务和应用。在这个“自下而上”的演讲中,我们首先讨论几个具体的与移动性相关的挑战和最近的成果,包括移动性测量(包括隐私考虑)和建模,以及上下文敏感的服务。然后,我们对当前和未来的挑战进行了更广泛的研究,并讨论了NSF在移动网络领域的几个计划和项目的投资。
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引用次数: 1
Demo: Modular Multi-radio Wireless Sensor Platform for IoT Trials with Plug&Play Module Connection 演示:用于物联网试验的模块化多无线电无线传感器平台,具有即插即用模块连接
Konstantin Mikhaylov, J. Petäjäjärvi, Marko Mäkeläinen, Anton Paatelma, T. Hänninen
In the paper we present and demonstrate the modular prototyping platform designed for trialing the Internet of Things (IoT) applications. The new devices are constructed by stacking together the various hardware modules encapsulating power sources, processing units, wired and wireless transceivers, sensors and actuators, or sets of those. The main processing unit automatically identifies all the attached modules and adjusts own operation accordingly. The demo will showcase how the platform can be used for building up multi-radio technology enabled wireless devices which will automatically form a heterogeneous wireless sensor and actuator network (WSAN). The possible use case scenarios and the ongoing research activities around the platform will be highlighted as well.
在本文中,我们介绍并演示了用于试验物联网(IoT)应用的模块化原型平台。新设备是通过将各种硬件模块堆叠在一起构建的,这些硬件模块封装了电源、处理单元、有线和无线收发器、传感器和执行器或这些模块的集合。主处理单元自动识别所有附加模块并相应地调整自身操作。该演示将展示该平台如何用于构建支持多无线电技术的无线设备,这些设备将自动形成异构无线传感器和执行器网络(WSAN)。可能的用例场景和围绕平台正在进行的研究活动也将被突出显示。
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引用次数: 15
Keystroke Recognition Using WiFi Signals 使用WiFi信号的击键识别
Kamran Ali, A. Liu, Wen Wang, Muhammad Shahzad
Keystroke privacy is critical for ensuring the security of computer systems and the privacy of human users as what being typed could be passwords or privacy sensitive information. In this paper, we show for the first time that WiFi signals can also be exploited to recognize keystrokes. The intuition is that while typing a certain key, the hands and fingers of a user move in a unique formation and direction and thus generate a unique pattern in the time-series of Channel State Information (CSI) values, which we call CSI-waveform for that key. In this paper, we propose a WiFi signal based keystroke recognition system called WiKey. WiKey consists of two Commercial Off-The-Shelf (COTS) WiFi devices, a sender (such as a router) and a receiver (such as a laptop). The sender continuously emits signals and the receiver continuously receives signals. When a human subject types on a keyboard, WiKey recognizes the typed keys based on how the CSI values at the WiFi signal receiver end. We implemented the WiKey system using a TP-Link TL-WR1043ND WiFi router and a Lenovo X200 laptop. WiKey achieves more than 97.5% detection rate for detecting the keystroke and 96.4% recognition accuracy for classifying single keys. In real-world experiments, WiKey can recognize keystrokes in a continuously typed sentence with an accuracy of 93.5%.
击键隐私对于确保计算机系统的安全和人类用户的隐私至关重要,因为键入的内容可能是密码或隐私敏感信息。在本文中,我们首次展示了WiFi信号也可以被用来识别击键。直观的感觉是,在键入某个键时,用户的手和手指以独特的形式和方向移动,从而在通道状态信息(CSI)值的时间序列中生成独特的模式,我们称之为该键的CSI-波形。本文提出了一种基于WiFi信号的按键识别系统WiKey。WiKey由两个商用现货(COTS) WiFi设备组成,一个发送方(如路由器)和一个接收方(如笔记本电脑)。发送方不断发出信号,接收方不断接收信号。当一个人在键盘上输入时,WiKey根据WiFi信号接收端的CSI值来识别输入的键。我们使用TP-Link TL-WR1043ND WiFi路由器和一台联想X200笔记本电脑实现了WiKey系统。WiKey对按键的检测准确率超过97.5%,对单个按键的识别准确率达到96.4%。在现实世界的实验中,WiKey可以识别连续输入句子中的击键,准确率为93.5%。
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引用次数: 503
piStream: Physical Layer Informed Adaptive Video Streaming over LTE piStream:基于LTE的物理层自适应视频流
Xiufeng Xie, Xinyu Zhang, Swarun Kumar, Erran L. Li
Adaptive HTTP video streaming over LTE has been gaining popularity due to LTE's high capacity. Quality of adaptive streaming depends highly on the accuracy of client's estimation of end-to-end network bandwidth, which is challenging due to LTE link dynamics. In this paper, we present piStream, that allows a client to efficiently monitor the LTE basestation's PHY-layer resource allocation, and then map such information to an estimation of available bandwidth. Given the PHY-informed bandwidth estimation, piStream uses a probabilistic algorithm to balance video quality and the risk of stalling, taking into account the burstiness of LTE downlink traffic loads. We conduct a real-time implementation of piStream on a software-radio tethered to an LTE smartphone. Comparison with state-of-the-art adaptive streaming protocols demonstrates that piStream can effectively utilize the LTE bandwidth, achieving high video quality with minimal stalling rate.
由于LTE的高容量,LTE上的自适应HTTP视频流越来越受欢迎。自适应流的质量高度依赖于客户端对端到端网络带宽估计的准确性,由于LTE链路动态,这是具有挑战性的。在本文中,我们提出了piStream,它允许客户端有效地监控LTE基站的物理层资源分配,然后将这些信息映射到可用带宽的估计。考虑到物理信息带宽估计,piStream使用概率算法来平衡视频质量和失速风险,同时考虑到LTE下行链路流量负载的突发性。我们在连接到LTE智能手机的软件无线电上进行了piStream的实时实现。与最先进的自适应流媒体协议的比较表明,piStream可以有效地利用LTE带宽,以最小的失速率实现高视频质量。
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引用次数: 135
Poster: Understanding YouTube QoE in Cellular Networks with YoMoApp: A QoE Monitoring Tool for YouTube Mobile 海报:用YoMoApp了解蜂窝网络中的YouTube QoE: YouTube移动的QoE监控工具
Florian Wamser, Michael Seufert, P. Casas, R. Irmer, P. Tran-Gia, R. Schatz
The performance of YouTube in cellular networks is crucial to network operators, who try to find a trade-off between cost-efficient handling of the huge traffic amounts and high perceived end-user Quality of Experience (QoE). In this paper we present YoMoApp (YouTube Performance Monitoring Application), an Android application which passively monitors key performance indicators (KPIs) of YouTube adaptive video streaming on end-user smartphones. The monitored KPIs (i.e., player state/events, re-buffering, and video quality levels) can be used to analyze the QoE of mobile YouTube video sessions. YoMoApp is a valuable tool to assess the performance of cellular networks with respect to YouTube traffic, as well as to develop optimizations and QoE models for mobile HTTP adaptive streaming. We try YoMoApp through real subjective QoE lab tests showing that the tool is accurate to capture the experience of end-users watching YouTube on smartphones.
YouTube在蜂窝网络中的表现对网络运营商来说至关重要,他们试图在处理巨大流量的成本效益和高感知终端用户体验质量(QoE)之间找到权衡。在本文中,我们介绍了YoMoApp (YouTube性能监控应用程序),这是一个Android应用程序,它被动地监控最终用户智能手机上YouTube自适应视频流的关键性能指标(kpi)。监控的kpi(即玩家状态/事件,重新缓冲和视频质量水平)可以用于分析移动YouTube视频会话的QoE。YoMoApp是一个很有价值的工具,用于评估蜂窝网络在YouTube流量方面的性能,以及为移动HTTP自适应流开发优化和QoE模型。我们通过真实的主观QoE实验室测试对YoMoApp进行了测试,结果表明该工具能够准确捕捉终端用户在智能手机上观看YouTube的体验。
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引用次数: 14
Poster: VPN Tunnels for Energy Efficient Multimedia Streaming 海报:节能多媒体流的VPN隧道
M. A. Hoque, Kasperi Saarikoski, Eemil Lagerspetz, Julien Mineraud, S. Tarkoma
Minimizing the energy consumption of mobile devices for wireless network access is important. In this article, we analyze the energy efficiency of a new set of applications which use Virtual Private Network (VPN) tunnels for secure communication. First, we discuss the energy efficiency of a number of VPN applications from a large scale deployment of 500 K devices. We next measure the energy consumption of some of these applications with different use cases. Finally, we demonstrate that a VPN tunnel can be instrumented for enhanced energy efficiency with multimedia streaming applications. Our results indicate energy savings of 40% for this class of applications.
最大限度地减少无线网络接入的移动设备的能耗是很重要的。在本文中,我们分析了一组使用虚拟专用网(VPN)隧道进行安全通信的新应用程序的能源效率。首先,我们讨论了大规模部署500k设备的许多VPN应用程序的能源效率。接下来,我们用不同的用例测量其中一些应用程序的能耗。最后,我们证明了VPN隧道可以通过多媒体流应用来提高能源效率。我们的研究结果表明,这类应用可以节省40%的能源。
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引用次数: 1
Poster: Privacy-Preserving Server-Driven Dynamic Spectrum Access System 海报:隐私保护服务器驱动的动态频谱接入系统
Yanzhi Dou, K. Zeng, Yaling Yang
Dynamic spectrum access (DSA) technique has been widely accepted as a crucial solution to mitigate the potential spectrum scarcity problem. As a key form of DSA, government is proposing to release more federal spectrum for sharing with commercial wireless users. However, the flourish of federal-commercial sharing hinges upon how privacy issues are managed. In current DSA proposals, the sensitive operation parameters of both federal incumbent users (IUs) and commercial secondary users (SUs) need to be shared with the dynamic spectrum access system (SAS) to realize efficient spectrum allocation. Since SAS is not necessarily operated by a trusted third party, the current proposals dissatisfy the privacy requirement of both IUs and SUs. To address the privacy issues, this paper presents a privacy-preserving SAS design, which realizes the complex spectrum allocation decision process of DSA through secure computation over ciphertext based on homomorphic encryption, thus none of the IU or SU operation parameters are exposed to SAS.
动态频谱接入(DSA)技术作为缓解潜在频谱稀缺问题的关键解决方案已被广泛接受。作为DSA的一种关键形式,政府正在提议释放更多的联邦频谱,以便与商业无线用户共享。然而,联邦商业共享的繁荣取决于如何处理隐私问题。在现有的DSA方案中,联邦既有用户(IUs)和商业从用户(SUs)的敏感运行参数都需要与动态频谱接入系统(SAS)共享,以实现高效的频谱分配。由于SAS不一定由可信的第三方操作,因此目前的提案不满足u和u的隐私要求。为了解决隐私问题,本文提出了一种保护隐私的SAS设计,该设计通过基于同态加密的密文安全计算来实现DSA复杂的频谱分配决策过程,从而使IU和SU的操作参数不暴露给SAS。
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引用次数: 2
Poster: Network-Based UE Mobility Estimation in Mobile Networks 海报:移动网络中基于网络的UE移动性估计
Dalia-Georgiana Herculea, Majed Haddad, V. Capdevielle, Chung Shue Chen
The co-existence of small cells and macro cells is a key feature of 4G and future networks. This heterogeneity, together with the increased mobility of user devices can generate a high handover frequency that could lead to unreasonably high call drop probability or poor user experience. By performing smart mobility management, the network can pro-actively adapt to the user and guarantee seamless and smooth cell transitions. In this work, we introduce an algorithm that takes as input sounding reference signal (SRS) measurements available at the base station (eNodeB in 4G systems) to estimate with a low computational requirement the mobility level of the user and with no modification at the user device/equipment (UE) side. The performance of the algorithm is showcased using realistic data and mobility traces. Results show that the classification of UE speed to three mobility classes can be achieved with accuracy of 87% for low mobility, 93% for medium mobility, and 94% for high mobility, respectively.
小基站和宏基站的共存是4G和未来网络的一个关键特征。这种异质性,加上用户设备移动性的增加,会产生高切换频率,从而导致不合理的高掉线概率或糟糕的用户体验。通过智能移动性管理,网络可以主动适应用户,保证小区的无缝平滑过渡。在这项工作中,我们引入了一种算法,该算法将基站(4G系统中的eNodeB)可用的探测参考信号(SRS)测量作为输入,以低计算需求估计用户的移动水平,并且不需要在用户设备/设备(UE)端进行修改。通过真实数据和移动轨迹展示了该算法的性能。结果表明,将UE速度划分为3个移动级别,低移动级别的准确率为87%,中等移动级别的准确率为93%,高移动级别的准确率为94%。
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引用次数: 1
Poster: Use your Senses: A Smooth Multipath TCP WiFi/Mobile Handover 海报:使用你的感官:一个平滑的多路径TCP WiFi/移动切换
Alexander Frömmgen, Sreeram Sadasivam, Sabrina Müller, A. Klein, A. Buchmann
The handover from WiFi to mobile networks is known to lead to TCP connection drops due to changing IP addresses. Multipath TCP (MPTCP), a recent TCP extension, enables a transparent mobile handover by combining subflows on multiple interfaces, such as WiFi and LTE, to one logical connection. MPTCP provides multiple handover modes, which differ in their energy consumption and the performance during the handover. The Full-MPTCP mode uses permanently both WiFi and the mobile network, which increases energy consumption. The Single-Path mode establishes the mobile network connection after the WiFi connection broke, which leads to a short performance degradation. In this paper, we argue that this trade-off is not necessary. We propose to use the available (sensor) information to forecast the mobile handover. This allows switching to the Full-MPTCP mode before the WiFi connection breaks, providing both low energy consumption and high performance during the handover. For a first experimental evaluation, we use a declining WiFi link quality to forecast a handover. Our real world measurements show that both low energy consumption and high performance during the handover are possible at the same time.
众所周知,从WiFi到移动网络的切换会由于IP地址的改变而导致TCP连接中断。MPTCP (Multipath TCP)是最近的一种TCP扩展,通过将多个接口(如WiFi和LTE)上的子流组合到一个逻辑连接上,实现透明的移动切换。MPTCP提供了多种切换模式,这些模式在切换过程中的能耗和性能各不相同。Full-MPTCP模式同时使用WiFi和移动网络,会增加能耗。单路径模式是在WiFi连接中断后建立移动网络连接,性能下降时间短。在本文中,我们认为这种权衡是不必要的。我们建议使用可用的(传感器)信息来预测移动切换。这允许在WiFi连接中断之前切换到Full-MPTCP模式,在切换期间提供低能耗和高性能。对于第一个实验评估,我们使用下降的WiFi连接质量来预测切换。我们的实际测量表明,在切换过程中,低能耗和高性能是可能同时实现的。
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引用次数: 9
Demo: Car-Fi: Opportunistic V2I by Exploiting Dual-Access Wi-Fi Networks 演示:Car-Fi:利用双接入Wi-Fi网络的机会性V2I
Davide Pesavento, Giulio Grassi, G. Pau, P. Bahl, S. Fdida
The need for Internet access from moving vehicles has been steadily increasing in the past few years. Solutions that rely on cellular connectivity are becoming impractical to deploy due to technical and economic reasons. Car-Fi proposes an approach that leverages existing home Wi-Fi access points configured in dual-access mode, in order to offload all data traffic from the congested and expensive cellular infrastructure to whatever Wi-Fi network is available. Thanks to an improved scanning algorithm and numerous optimizations to the connection setup, Car-Fi makes downloading large amounts of data from a moving car feasible.
在过去的几年里,移动车辆对互联网接入的需求一直在稳步增长。由于技术和经济原因,依赖蜂窝连接的解决方案正在变得不切实际。Car-Fi提出了一种利用现有的双接入模式家庭Wi-Fi接入点的方法,以便将所有数据流量从拥挤且昂贵的蜂窝基础设施转移到任何可用的Wi-Fi网络上。得益于改进的扫描算法和对连接设置的大量优化,car - fi使得从行驶中的汽车上下载大量数据成为可能。
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引用次数: 2
期刊
Proceedings of the 21st Annual International Conference on Mobile Computing and Networking
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