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Proceedings of the 21st Annual International Conference on Mobile Computing and Networking 第21届移动计算与网络国际年会论文集
S. Fdida, G. Pau, S. Kasera, H. Zheng
Welcome to ACM MobiCom 2015, the 21st Annual International Conference on Mobile Computing and Networking. MobiCom is the premier forum for publishing and presenting cutting-edge research in mobile systems and wireless networks. The technical program this year features 38 outstanding papers that cover a wide variety of topics including energy, sensing, security, wireless access, applications, localization, Internet of things, mobile cloud, measurement and analysis. We created a new Experience track this year to encourage authors to present extensive experiences with implementation, deployment, and operations of mobile ncomputing and wireless networks. One of the accepted papers is an Experience paper on cellular networks. This year's call for papers attracted 207 qualified submissions from across the globe that were carefully reviewed by 46 Technical Program Committee (TPC) members (+2 TPC chairs) along with a selected group of external experts. The TPC was formed with the goal of covering diverse research expertise as well as diverse perspectives and approaches. The TPC included researchers from 12 countries including China, France, Germany, India, Italy, Singapore, South Korea, Spain, Sweden, Switzerland, UK, and USA. 25% of the members were female, the highest ever in the history of MobiCom. We also had broad industry participation with TPC members from Alcatel-Lucent, Google, HP, IBM, Microsoft, NEC, and Telefonica. The paper review process was double-blinded and carried out in three phases. In the first phase, each paper was reviewed by at least three TPC members, and the top 112 papers were selected for the second phase. In addition to reviewer scores, reviewer confidence and normalization with respect to other papers in a reviewer's pile, were also considered in selecting papers. In the second phase, each paper was reviewed by at least two more reviewers followed by an online, often intense, discussion, producing 68 papers for the final phase. The final TPC meeting was held on May 28th and 29th in Salt Lake City, Utah. These 68 papers were organized by their topic areas, and discussed at length at the meeting. Eventually, 38 papers were shortlisted for inclusion in the program and a shepherd from the TPC was assigned to each of these papers. As the last step, each of the shortlisted papers was shepherded through a "blind" process where the authors interacted with all the reviewers and the shepherd to address the review comments without knowing the reviewers' or the shepherds' identities. The end result is an exciting technical program composed of 38 very high quality papers. During the review process, Prof. Robin Kravets, the TPC co-chair of MobiCom 2013, handled the papers that were co-authored by TPC chairs, and those that had conflict-of-interest with both TPC chairs. To ensure fairness and preserve the anonymity of all authors and reviewers, the assignment of reviewers, the reviews and discussions of these papers were done out
欢迎参加ACM MobiCom 2015,第21届移动计算与网络国际年会。MobiCom是发布和展示移动系统和无线网络前沿研究的主要论坛。今年的技术项目有38篇优秀论文,涵盖了能源、传感、安全、无线接入、应用、本地化、物联网、移动云、测量和分析等广泛的主题。今年,我们创建了一个新的“体验”专题,鼓励作者展示在移动计算和无线网络的实现、部署和运营方面的丰富经验。其中一篇被接受的论文是关于蜂窝网络的经验论文。今年的论文征集吸引了来自全球的207份合格的论文,由46名技术计划委员会(TPC)成员(+2名TPC主席)和一组选定的外部专家仔细审查。TPC成立的目的是涵盖不同的研究专业知识,以及不同的观点和方法。TPC包括来自中国、法国、德国、印度、意大利、新加坡、韩国、西班牙、瑞典、瑞士、英国和美国等12个国家的研究人员。25%的成员是女性,这是MobiCom历史上最高的。我们还与来自阿尔卡特朗讯、谷歌、惠普、IBM、微软、NEC和Telefonica的TPC成员进行了广泛的行业参与。论文评审过程采用双盲法,分三个阶段进行。在第一阶段,每篇论文由至少3名TPC成员评审,并选出排名前112位的论文进入第二阶段。在选择论文时,除了审稿人的分数,审稿人的信心和对审稿人成堆的其他论文的规范化也被考虑在内。在第二阶段,每篇论文至少由另外两名审稿人审稿,然后是一场通常很激烈的在线讨论,在最后阶段产生68篇论文。TPC的最后一次会议于5月28日至29日在犹他州盐湖城举行。这68篇论文按主题领域进行了整理,并在会议上进行了详细的讨论。最终,38篇论文被列入该计划的候选名单,TPC的一名牧羊人被分配给每一篇论文。作为最后一步,每一篇入围论文都要经过一个“盲”过程,在这个过程中,作者与所有审稿人和推荐人互动,在不知道审稿人或推荐人身份的情况下发表评论。最终的结果是一个令人兴奋的技术方案组成的38非常高质量的论文。在审查过程中,MobiCom 2013 TPC联席主席Robin Kravets教授处理了由TPC主席共同撰写的论文,以及与TPC主席都有利益冲突的论文。为了确保公平和保持所有作者和审稿人的匿名性,这些论文的审稿人分配,审稿和讨论都是在没有任何TPC主席的情况下进行的。
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引用次数: 6
FlexiWeb: Network-Aware Compaction for Accelerating Mobile Web Transfers flexweb:加速移动Web传输的网络感知压缩
Shailendra Singh, H. Madhyastha, S. Krishnamurthy, R. Govindan
To reduce page load times and bandwidth usage for mobile web browsing, middleboxes that compress page content are commonly used today. Unfortunately, this can hurt performance in many cases; via an extensive measurement study, we show that using middleboxes to facilitate compression results in up to 28% degradation in page load times when the client enjoys excellent wireless link conditions. We find that benefits from compression are primarily realized under bad network conditions. Guided by our study, we design and implement FlexiWeb, a framework that determines both when to use a middlebox and how to use it, based on the client's network conditions. First, FlexiWeb selectively fetches objects on a web page either directly from the source or via a middlebox, rather than fetching all objects via the middlebox. Second, instead of simply performing lossless compression of all content, FlexiWeb performs network-aware compression of images by selecting from among a range of content transformations. We implement and evaluate a prototype of FlexiWeb using Google's open source Chromium mobile browser and our implementation of a modified version of Google's open source compression proxy. Our extensive experiments show that, across a range of scenarios, FlexiWeb reduces page load times for mobile clients by 35-42% compared to the status quo.
为了减少移动网页浏览的页面加载时间和带宽使用,现在通常使用压缩页面内容的中间盒。不幸的是,这在很多情况下会损害性能;通过广泛的测量研究,我们表明,当客户端享有良好的无线链路条件时,使用中间盒来促进压缩会导致页面加载时间降低高达28%。我们发现压缩的好处主要是在恶劣的网络条件下实现的。在我们研究的指导下,我们设计并实现了FlexiWeb,这是一个框架,可以根据客户的网络条件决定何时使用中间盒以及如何使用它。首先,FlexiWeb可以选择性地直接从源或通过中间框获取网页上的对象,而不是通过中间框获取所有对象。其次,flexweb不是简单地对所有内容执行无损压缩,而是通过从一系列内容转换中进行选择来执行网络感知的图像压缩。我们使用Google的开源Chromium移动浏览器实现和评估了FlexiWeb的原型,以及我们对Google开源压缩代理的修改版本的实现。我们的大量实验表明,在一系列场景中,与现状相比,FlexiWeb将移动客户端的页面加载时间减少了35-42%。
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引用次数: 37
See Through Walls with COTS RFID System! 使用COTS RFID系统透视墙壁!
Lei Yang, Qiongzheng Lin, Xiangyang Li, Tianci Liu, Yunhao Liu
Through-wall tracking has gained a lot of attentions in civilian applications recently. Many applications would benefit from such device-free tracking, e.g. elderly people surveillance, intruder detection, gaming, etc. In this work, we present a system, named Tadar, for tracking moving objects without instrumenting them us- ing COTS RFID readers and tags. It works even through walls and behind closed doors. It aims to enable a see-through-wall technology that is low-cost, compact, and accessible to civilian purpose. In traditional RFID systems, tags modulate their IDs on the backscatter signals, which is vulnerable to the interferences from the ambient reflections. Unlike past work, which considers such vulnerability as detrimental, our design exploits it to detect surrounding objects even through walls. Specifically, we attach a group of RFID tags on the outer wall and logically convert them into an antenna array, receiving the signals reflected off moving objects. This paper introduces two main innovations. First, it shows how to eliminate the flash (e.g. the stronger reflections off walls) and extract the reflections from the backscatter signals. Second, it shows how to track the moving object based on HMM (Hidden Markov Model) and its reflections. To the best of our knowledge, we are the first to implement a through-wall tracking using the COTS RFID systems. Empirical measurements with a prototype show that Tadar can detect objects behind 5" hollow wall and 8" concrete wall, and achieve median tracking errors of 7.8cm and 20cm in the X and Y dimensions.
近年来,穿壁跟踪技术在民用领域得到了广泛的关注。许多应用程序将受益于这种无设备跟踪,例如老年人监视,入侵者检测,游戏等。在这项工作中,我们提出了一个名为Tadar的系统,用于跟踪移动物体,而无需使用COTS RFID阅读器和标签。它甚至可以穿过墙壁和关着的门。它的目标是实现一种低成本、紧凑、可用于民用目的的透视墙技术。在传统的RFID系统中,标签是基于后向散射信号来调制其id的,这很容易受到环境反射的干扰。不像过去的作品,认为这种脆弱性是有害的,我们的设计利用它来探测周围的物体,甚至穿过墙壁。具体来说,我们在外墙上附加一组RFID标签,并将其逻辑转换为天线阵列,接收移动物体反射的信号。本文介绍了两个主要创新点。首先,它展示了如何消除闪光(例如,较强的墙壁反射),并从后向散射信号中提取反射。其次,给出了基于隐马尔可夫模型及其反射的运动目标跟踪方法。据我们所知,我们是第一个使用COTS RFID系统实现穿墙跟踪的公司。原型机的经验测量表明,Tadar可以检测到5英寸空心墙和8英寸混凝土墙后面的物体,并且在X和Y维度上实现了7.8cm和20cm的中位数跟踪误差。
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引用次数: 164
Demo: FIT IoT-LABA: Large Scale Open Experimental IoT Testbed 演示:FIT IoT- laba:大型开放式实验物联网测试平台
Gaetan Harter, R. Pissard-Gibollet, Frederic Saint-Marcel, G. Schreiner, J. Vandaele
FIT IoT-LAB's goal is to provide a very large scale open experimental testbed for the Internet of Things, by deploying more than 2700 experimentation nodes over 6 sites in France. Our demonstration purpose is to illustrate what the IoT-LAB platform offers through small applications involving radio communications and mobile nodes. Thanks to these examples, we will show how to run an experiment in the testbed and some of the tools it provides to help in developing, tuning and monitoring such large-scale applications.
FIT IoT-LAB的目标是通过在法国的6个站点部署2700多个实验节点,为物联网提供一个非常大规模的开放实验测试平台。我们的演示目的是通过涉及无线电通信和移动节点的小型应用来说明IoT-LAB平台提供的功能。通过这些示例,我们将展示如何在测试平台中运行实验,以及它提供的一些工具,以帮助开发、调优和监视此类大规模应用程序。
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引用次数: 5
Extending Mobile Interaction Through Near-Field Visible Light Sensing 通过近场可见光传感扩展移动交互
Chi Zhang, Josh Tabor, Jialiang Zhang, Xinyu Zhang
Mobile devices are shrinking their form factors for portability, but user-mobile interaction is becoming increasingly challenging. In this paper, we propose a novel system called Okuli to meet this challenge. Okuli is a compact, low-cost system that can augment a mobile device and extend its interaction workspace to any nearby surface area. Okuli piggybacks on visible light communication modules, and uses a low-power LED and two light sensors to locate user's finger within the workspace. It is built on a light propagation/reflection model that achieves around one-centimeter location precision, with zero run-time training overhead. We have prototyped Okuli as an Android peripheral, with a 3D-printed shroud to host the LED and light sensors. Our experiments demonstrate Okuli's accuracy, stability, energy efficiency, as well as its potential in serving virtual keyboard and trackpad applications.
为了便携性,移动设备正在缩小其外形尺寸,但用户与移动设备的交互也变得越来越具有挑战性。在本文中,我们提出了一个名为Okuli的新系统来应对这一挑战。Okuli是一个紧凑、低成本的系统,可以增强移动设备,并将其交互工作空间扩展到任何附近的表面区域。Okuli安装在可见光通信模块上,并使用一个低功率LED和两个光传感器来定位用户在工作空间中的手指。它建立在光传播/反射模型上,实现了大约一厘米的定位精度,运行时训练开销为零。我们已经将Okuli作为Android外围设备的原型,用3d打印的寿衣来承载LED和光传感器。我们的实验证明了Okuli的准确性、稳定性、能效,以及它在虚拟键盘和触控板应用方面的潜力。
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引用次数: 112
CIDER: Enabling Robustness-Power Tradeoffs on a Computational Eyeglass CIDER:在计算眼镜上实现鲁棒性-功率权衡
A. Mayberry, Yamin Tun, Pan Hu, Duncan Smith-Freedman, Deepak Ganesan, Benjamin M Marlin, C. Salthouse
The human eye offers a fascinating window into an individual's health, cognitive attention, and decision making, but we lack the ability to continually measure these parameters in the natural environment. The challenges lie in: a) handling the complexity of continuous high-rate sensing from a camera and processing the image stream to estimate eye parameters, and b) dealing with the wide variability in illumination conditions in the natural environment. This paper explores the power--robustness tradeoffs inherent in the design of a wearable eye tracker, and proposes a novel staged architecture that enables graceful adaptation across the spectrum of real-world illumination. We propose CIDER, a system that operates in a highly optimized low-power mode under indoor settings by using a fast Search-Refine controller to track the eye, but detects when the environment switches to more challenging outdoor sunlight and switches models to operate robustly under this condition. Our design is holistic and tackles a) power consumption in digitizing pixels, estimating pupillary parameters, and illuminating the eye via near-infrared, b) error in estimating pupil center and pupil dilation, and c) model training procedures that involve zero effort from a user. We demonstrate that CIDER can estimate pupil center with error less than two pixels (0.6O), and pupil diameter with error of one pixel (0.22mm). Our end-to-end results show that we can operate at power levels of roughly 7mW at a 4Hz eye tracking rate, or roughly 32mW at rates upwards of 250Hz.
人类的眼睛为观察个人的健康、认知注意力和决策能力提供了一个迷人的窗口,但我们缺乏在自然环境中持续测量这些参数的能力。挑战在于:a)处理来自相机的连续高速率传感的复杂性,并处理图像流以估计眼睛参数;b)处理自然环境中照明条件的广泛变化。本文探讨了可穿戴式眼动仪设计中固有的功率-鲁棒性权衡,并提出了一种新颖的分阶段架构,可以在现实世界的照明范围内进行优雅的适应。我们提出了CIDER,这是一个在室内设置下高度优化的低功耗模式下运行的系统,通过使用快速搜索-精炼控制器来跟踪眼睛,但当环境切换到更具挑战性的室外阳光时,它会检测到,并在这种条件下切换模型以稳定运行。我们的设计是整体的,并解决了a)数字化像素,估计瞳孔参数和通过近红外照亮眼睛的功耗,b)估计瞳孔中心和瞳孔扩张的误差,以及c)模型训练程序,无需用户付出任何努力。我们证明了CIDER可以估计瞳孔中心,误差小于2个像素(0.6),瞳孔直径误差小于1个像素(0.22mm)。我们的端到端结果表明,我们可以在4Hz眼动追踪速率下以大约7mW的功率水平运行,或者在250Hz以上的速率下以大约32mW的功率水平运行。
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引用次数: 19
Human Sensing Using Visible Light Communication 使用可见光通信的人类传感
Tianxing Li, Chuankai An, Tian Zhao, A. Campbell, Xia Zhou
We present LiSense, the first-of-its-kind system that enables both data communication and fine-grained, real-time human skeleton reconstruction using Visible Light Communication (VLC). LiSense uses shadows created by the human body from blocked light and reconstructs 3D human skeleton postures in real time. We overcome two key challenges to realize shadow-based human sensing. First, multiple lights on the ceiling lead to diminished and complex shadow patterns on the floor. We design light beacons enabled by VLC to separate light rays from different light sources and recover the shadow pattern cast by each individual light. Second, we design an efficient inference algorithm to reconstruct user postures using 2D shadow information with a limited resolution collected by photodiodes embedded in the floor. We build a 3 m x 3 m LiSense testbed using off-the-shelf LEDs and photodiodes. Experiments show that LiSense reconstructs the 3D user skeleton at 60 Hz in real time with 10 degrees mean angular error for five body joints.
我们介绍了LiSense,这是同类系统中第一个使用可见光通信(VLC)实现数据通信和细粒度实时人体骨骼重建的系统。LiSense利用人体从遮挡光线中产生的阴影,实时重建3D人体骨骼姿势。我们克服了两个关键的挑战来实现基于阴影的人类感知。首先,天花板上的多个灯导致地板上的阴影图案减少和复杂。我们设计了由VLC实现的光信标,以分离来自不同光源的光线,并恢复每个光投下的阴影模式。其次,我们设计了一个有效的推理算法,利用嵌入在地板上的光电二极管收集的有限分辨率的2D阴影信息来重建用户的姿势。我们使用现成的led和光电二极管构建了一个3米x 3米的LiSense测试平台。实验表明,LiSense能够以60 Hz的频率实时重建用户的三维骨骼,平均角度误差为10度。
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引用次数: 213
Poster: Distributed Voronoi-based Acoustic Source Localization with Wireless Sensor Networks 海报:基于分布式voronoi的声源定位与无线传感器网络
Xueshu Zheng, Naigao Jin, Lei Wang, Mathew L. Wymore, D. Qiao
This paper presents DiVA, a new acoustic source localization scheme that uses an ad-hoc network of microphone sensor nodes to produce an accurate estimate of the source's location. DiVA uses pairwise comparisons of sound detection timestamps between local Voronoi neighbors to identify the node closest to the acoustic source and then estimates the source's location. The scheme improves on the state of the art by effectively dealing with anchor nodes' position error, time stamp measurement error and time synchronization error in real world conditions. Through simulation and experimental evaluations, DiVA is shown to be more robust than existing solutions under different error conditions.
本文提出了DiVA,一种新的声源定位方案,它使用麦克风传感器节点的自组织网络来产生对声源位置的准确估计。DiVA使用本地Voronoi邻居之间的声音检测时间戳的两两比较来识别最接近声源的节点,然后估计声源的位置。该方案在现有技术的基础上进行了改进,有效地处理了现实条件下锚节点的位置误差、时间戳测量误差和时间同步误差。仿真和实验结果表明,在不同误差条件下,DiVA算法比现有算法具有更好的鲁棒性。
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引用次数: 0
Hekaton: Efficient and Practical Large-Scale MIMO Hekaton:高效实用的大规模MIMO
Xiufeng Xie, Eugene Chai, Xinyu Zhang, K. Sundaresan, M. Khojastepour, S. Rangarajan
Large-scale multiuser MIMO (MU-MIMO) systems have the potential for multi-fold scaling of network capacity. The research community has recognized this theoretical potential and developed architectures [1,2] with large numbers of RF chains. Unfortunately, building the hardware with a large number of RF chains is challenging in practice. CSI data transport and computational overhead of MU-MIMO beamforming can also become prohibitive under large network scale. Furthermore, it is difficult to physically append extra RF chains on existing communication equipments to support such large-scale MU-MIMO architectures. In this paper, we present Hekaton, a novel large-scale MU-MIMO framework that combines legacy MU-MIMO beamforming with phased-array antennas. The core of Hekaton is a two-level beamforming architecture. First, the phased-array antennas steer spatial beams toward each downlink user to reduce channel correlation and suppress the cross-talk interference in the RF domain (for beamforming gain), then we adopt legacy digital beamforming to eliminate the interference between downlink data streams (for spatial multiplexing gain). In this way, Hekaton realizes a good fraction of potential large-scale MU-MIMO gains even under the limited RF chain number on existing communication equipments. We evaluate the performance of Hekaton through over-the-air testbed built over the WARPv3 platform and trace-driven emulation. In the evaluations, Hekaton can improve single-cell throughput by up to 2.5X over conventional MU-MIMO with a single antenna per RF chain, while using the same transmit power.
大规模多用户MIMO (MU-MIMO)系统具有将网络容量扩展数倍的潜力。研究界已经认识到这一理论潜力,并开发了具有大量RF链的架构[1,2]。不幸的是,构建具有大量RF链的硬件在实践中是具有挑战性的。在大网络规模下,MU-MIMO波束形成的CSI数据传输和计算开销也会变得令人望而却步。此外,很难在现有的通信设备上物理地附加额外的射频链来支持这种大规模的MU-MIMO架构。在本文中,我们提出了Hekaton,一种新型的大规模MU-MIMO框架,将传统的MU-MIMO波束形成与相控阵天线相结合。Hekaton的核心是一个两级波束形成架构。首先,相控阵天线将空间波束引导到每个下行用户,以降低信道相关性并抑制射频域的串扰(用于波束形成增益),然后我们采用传统数字波束形成来消除下行数据流之间的干扰(用于空间复用增益)。这样,即使在现有通信设备有限的射频链数下,Hekaton也能实现很大一部分潜在的大规模MU-MIMO增益。我们通过建立在WARPv3平台上的无线测试平台和跟踪驱动仿真来评估Hekaton的性能。在评估中,Hekaton可以在使用相同发射功率的情况下,将单个单元吞吐量提高到传统MU-MIMO的2.5倍。
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引用次数: 40
Demo: Wireless Link Selection on Smartphone: Throughput vs Battery Drain 演示:智能手机上的无线链路选择:吞吐量与电池消耗
K. Grochla, Pawel Foremski
The method for automatic selection of wireless interface on smart phones is presented. We consider the selection between WiFi and LTE / 3G radios to maximize the throughput of the data transmission and minimize the amount of energy used to scan and measure the throughput of the network. The proposed selection algorithm defines when to measure and how to estimate the network throughput to balance between the accuracy of the selection and the battery drain caused by the measurements. The link speed estimation method optimized for LTE and WiFi networks is also demonstrated
介绍了智能手机无线接口的自动选择方法。我们考虑在WiFi和LTE / 3G无线电之间进行选择,以最大限度地提高数据传输的吞吐量,并尽量减少用于扫描和测量网络吞吐量的能量。提出的选择算法定义了何时测量以及如何估计网络吞吐量,以平衡选择的准确性和测量引起的电池损耗。本文还演示了针对LTE和WiFi网络优化的链路速度估计方法
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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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