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IPSN-14 Proceedings of the 13th International Symposium on Information Processing in Sensor Networks最新文献

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Demonstration abstract: A lightweight, portable device with integrated USB-Host support for reprogramming wireless sensor nodes 演示摘要:一种轻量级便携式设备,集成USB-Host支持无线传感器节点重新编程
H. Smeets, Chia-Yen Shih, Tim Meurer, P. Marrón
Node reprogramming serves as an important service to support post-deployment code management and maintenance for unattended wireless sensor networks or autonomous robotics applications. We present a prototype of a design framework called SHAMPU, a Single chip Host for Autonomous Mote Programming over USB. A SHAMPU device is portable and can be paired with a sensor node for post-deployment reprogramming that is OS independent. Moreover, it is small, lightweight and energy efficient. In the demo, we will present two scenarios, in which SHAMPU-paired Telosbs are integrated with a mobile flying robot and locomotives for local autonomous reprogramming by the flying robot and for network reprogramming with code dissemination via the data links on the tracks, respectively.
节点重编程是支持无人值守无线传感器网络或自主机器人应用的部署后代码管理和维护的重要服务。我们提出了一个名为SHAMPU的设计框架原型,SHAMPU是一种基于USB的自主远程编程的单芯片主机。SHAMPU设备是便携式的,可以与传感器节点配对,进行部署后的重新编程,这是独立于操作系统的。此外,它体积小、重量轻、节能。在演示中,我们将展示两种场景,其中shampu配对的Telosbs与移动飞行机器人和机车集成,分别由飞行机器人进行局部自主重编程,以及通过轨道上的数据链路进行代码传播的网络重编程。
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引用次数: 3
Poster abstract: Water level estimation in urban ultrasonic/passive infrared flash flood sensor networks using supervised learning 海报摘要:基于监督学习的城市超声/被动红外山洪传感器网络水位估计
M. Mousa, C. Claudel
This article describes a machine learning approach to water level estimation in a dual ultrasonic/passive infrared urban flood sensor system. We first show that an ultrasonic rangefinder alone is unable to accurately measure the level of water on a road due to thermal effects. Using additional passive infrared sensors, we show that ground temperature and local sensor temperature measurements are sufficient to correct the rangefinder readings and improve the flood detection performance. Since floods occur very rarely, we use a supervised learning approach to estimate the correction to the ultrasonic rangefinder caused by temperature fluctuations. Preliminary data shows that water level can be estimated with an absolute error of less than 2 cm.
本文介绍了一种基于机器学习的超声/被动红外城市洪水传感器系统水位估计方法。我们首先表明,由于热效应,超声波测距仪本身无法准确测量道路上的水位。使用额外的被动红外传感器,我们表明地面温度和局部传感器温度测量足以校正测距仪读数并提高洪水检测性能。由于洪水很少发生,我们使用监督学习方法来估计温度波动对超声波测距仪造成的校正。初步数据表明,水位估算的绝对误差小于2厘米。
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引用次数: 8
Poster abstract: ENav — A smartphone-based energy efficient vehicular navigation system 海报摘要:ENav -基于智能手机的节能车辆导航系统
Shaohan Hu, Lu Su, Shen Li, Shiguang Wang, Chenji Pan, Siyu Gu, Md. Tanvir Al Amin, Hengchang Liu, Suman Nath, Romit Roy Choudhury, T. Abdelzaher
We present eNav, a smartphone-based vehicular GPS navigation system that has an energy-saving location sensing mode capable of drastically reducing navigation energy needs. Traditional implementations sample the phone GPS at the highest possible rate (usually 1Hz) to ensure constant highest possible localization accuracy. This practice results in excessive phone battery consumption and reduces the attainable length of a navigation session. The seemingly most common solution would be to always use a car-charger and keep the phone plugged-in during navigation at all times. However, according to a comprehensive survey we conducted, only a small percent of people would actually always carry around their phones' car-chargers and cables, as doing so is inconvenient and defeats the true “wireless” nature of mobile phones. In addressing this problem, eNav exploits the phone's lower-energy on-board motion sensors for approximate location sensing when the vehicle is sufficiently far from the next navigation waypoint, using actual GPS sampling only when close. Our user study shows that, while remaining virtually transparent to users, eNav can reduce navigation energy consumption by over 80% without compromising navigation quality or user experience.
我们介绍了eNav,一种基于智能手机的车载GPS导航系统,它具有节能的位置感应模式,能够大大减少导航能源需求。传统的实现以尽可能高的速率(通常为1Hz)对手机GPS进行采样,以确保尽可能高的定位精度。这种做法会导致过度的手机电池消耗,并减少导航会话的可实现长度。似乎最常见的解决方案是始终使用汽车充电器,并在导航过程中始终保持手机处于充电状态。然而,根据我们进行的一项全面调查,只有一小部分人会随身携带手机的汽车充电器和电缆,因为这样做很不方便,而且违背了手机真正的“无线”性质。为了解决这个问题,eNav利用手机的低能量车载运动传感器,在车辆距离下一个导航路点足够远时进行近似位置感知,只有在接近时才使用实际的GPS采样。我们的用户研究表明,在对用户保持几乎透明的同时,eNav可以在不影响导航质量或用户体验的情况下减少80%以上的导航能耗。
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引用次数: 1
RESONATE: Reverberation environment simulation for improved classification of speech models 共振:用于改进语音模型分类的混响环境仿真
Robert F. Dickerson, Enamul Hoque, Philip Asare, S. Nirjon, J. Stankovic
Home monitoring systems currently gather information about peoples activities of daily living and information regarding emergencies, however they currently lack the ability to track speech. Practical speech analysis solutions are needed to help monitor ongoing conditions such as depression, as the amount of social interaction and vocal affect is important for assessing mood and well-being. Although there are existing solutions that classify the identity and the mood of a speaker, when the acoustic signals are captured in reverberant environments they perform poorly. In this paper, we present a practical reverberation compensation method called RESONATE, which uses simulated room impulse responses to adapt a training corpus for use in multiple real reverberant rooms. We demonstrate that the system creates robust classifiers that perform within 5 - 10% of baseline accuracy of non-reverberant environments. We demonstrate and evaluate the performance of this matched condition strategy using a public dataset, and also in controlled experiments with six rooms, and two long-term and uncontrolled real deployments. We offer a practical implementation that performs collection, feature extraction, and classification on-node, and training and simulation of training sets on a base station or cloud service.
家庭监控系统目前收集人们日常生活活动的信息和有关紧急情况的信息,但是它们目前缺乏跟踪语音的能力。需要实用的语音分析解决方案来帮助监测持续的状况,如抑郁症,因为社会互动和声音影响的数量对评估情绪和健康很重要。虽然现有的解决方案可以对说话者的身份和情绪进行分类,但当声学信号在混响环境中被捕获时,它们的表现很差。在本文中,我们提出了一种实用的混响补偿方法,称为共振,它使用模拟房间脉冲响应来调整训练语料库,以用于多个真实混响房间。我们证明,该系统创建了鲁棒分类器,在非混响环境的基线精度的5 - 10%内执行。我们使用公共数据集,以及六个房间的控制实验和两个长期和不受控制的实际部署来演示和评估这种匹配条件策略的性能。我们提供了一个实际的实现,在基站或云服务上执行收集、特征提取和节点上分类,以及训练集的训练和模拟。
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引用次数: 10
Demonstration abstract: PyoT, a macroprogramming framework for the IoT 演示摘要:PyoT,一个物联网的宏编程框架
A. Azzara, Daniele Alessandrelli, M. Petracca, P. Pagano
PyoT is a web-based framework designed to simplify the development of complex applications for the IoT. Adopting the macroprogramming paradigm, it lets the programmers focus on the global application's goal, hiding low-level communication details. Developers can easily define, test, and share applications using IPython Notebooks or through a rich Web interface. The framework is capable of efficiently distributing the processing effort inside the network. This demonstration shows some of the features of PyoT, such as programming groups of nodes as a whole, creating in-network tasks, monitoring sensors, and visualizing network information. PyoT is available for download and testing on real WSN deployments or in emulated environments.
PyoT是一个基于web的框架,旨在简化物联网复杂应用程序的开发。它采用宏编程范式,使程序员能够专注于全局应用程序的目标,而隐藏底层通信细节。开发人员可以使用IPython notebook或通过富Web界面轻松定义、测试和共享应用程序。该框架能够有效地在网络内部分配处理工作。这个演示展示了PyoT的一些特性,例如对整个节点组进行编程、创建网络内任务、监视传感器和可视化网络信息。PyoT可以下载并在真实的WSN部署或模拟环境中进行测试。
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引用次数: 6
Poster abstract: EIL — An environment-independent Device-free Passive Localization approach 海报摘要:EIL——一种与环境无关的无设备被动定位方法
Liqiong Chang, Dingyi Fang, Zhe Yang, Xiaojiang Chen, Ju Wang, Weike Nie, Tianzhang Xing
Most previous Device-free Passive Localization (DFL) methods are learning based and they assume the distribution of Received Radio Signal (RSS) distorted by an object is fixed across time. However, the signals significantly vary over time and the pre-obtained radio map (or prior knowledge) outdated in the localization phase, thus causing the localization accuracy decrease. To cope with this problem, this poster proposes, EIL, an environment-independent DFL approach which can improve the system robustness and localization accuracy by eliminating the interference of environment on RSS over time in both the training phase and the localization phase. Through both the extensive experiments and simulations, EIL keeps a range of 0.5m to 0.6m localization errors for 90% locations over time.
以往的无设备被动定位(DFL)方法大多是基于学习的,它们假设被物体扭曲的接收无线电信号(RSS)的分布随时间是固定的。然而,随着时间的推移,信号会发生很大的变化,而预先获得的无线电地图(或先验知识)在定位阶段已经过时,从而导致定位精度下降。为了解决这一问题,本文提出了一种与环境无关的DFL方法EIL,该方法在训练阶段和定位阶段都消除了环境对RSS随时间的干扰,从而提高了系统的鲁棒性和定位精度。通过大量的实验和模拟,EIL在90%的位置上,随着时间的推移,定位误差保持在0.5m到0.6m之间。
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引用次数: 1
Sensors with lasers: Building a WSN power grid 激光传感器:建立无线传感器网络电网
Naveed Anwar Bhatti, A. Syed, Muhammad Hamad Alizai
We present here a first prac architecture that allows us to decouple en activities in WSN. Such a separation of us to utilize abundant energy sources d location, allowing unrestricted lifetime energy consumption in WSN. We demons practical decoupling using low-cost and -beaming that powers current WSN platf We design and implement LAMP: a tiered energy supply to both mesh and clust using an energy distribution protocol. W show that, for an additional cost of $2 support perpetual mesh functionality for nodes in clustered operation.
我们在这里提出了第一个实践体系结构,它允许我们在WSN中解耦两个活动。这样的隔离使我们能够利用丰富的能源和位置,使无线传感器网络的生命周期能耗不受限制。我们设计并实现了LAMP:使用能量分配协议向网格和集群提供分层能量供应。W表明,在集群操作中,为节点提供永久网格功能的额外成本为2美元。
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引用次数: 18
Demonstration abstract: Submetering by synthesizing side-channel sensor streams 演示摘要:通过合成侧通道传感器流进行分计量
Meghan Clark, Bradford Campbell, P. Dutta
Detailed breakdowns of household energy consumption allow occupants to better understand their energy usage patterns and identify opportunities for energy savings. Current solutions are costly, invasive, and difficult to maintain. Sub-metering approaches rely on - and are hindered by - complex hardware. To address these problems, we demonstrate a sub-metering system that can estimate the power draw of individual loads by augmenting aggregate measurements with very simple sensors. These sensors wake up at a frequency proportional to the power draw of a neighboring load, and report these wakeups to a central server. We model the relationship between each sensor's wakeup frequency and the load's power draw as a monotonically increasing polynomial. We calibrate each sensor's function by constructing a linear least squares problem that allows us to discover the set of polynomial coefficients that minimize the difference between the estimated power draw and the power draw as derived from the aggregate measurements. After calibration, we can convert sensor wakeup frequencies to power draw in real time. This systems approach to sub-metering results in deployments that are easy to install and maintain, allowing users to gain a broad yet detailed view of their energy consumption and costs.
家庭能源消耗的详细分类,让住户更了解他们的能源使用模式,并找出节约能源的机会。当前的解决方案成本高昂,具有侵入性,而且难以维护。分计量方法依赖于复杂的硬件,也受到复杂硬件的阻碍。为了解决这些问题,我们演示了一个分计量系统,该系统可以通过使用非常简单的传感器增加汇总测量来估计单个负载的功耗。这些传感器以与邻近负载的功耗成比例的频率唤醒,并将这些唤醒报告给中央服务器。我们将每个传感器的唤醒频率与负载的功耗之间的关系建模为单调递增的多项式。我们通过构建一个线性最小二乘问题来校准每个传感器的功能,该问题允许我们发现一组多项式系数,这些系数可以最小化估计功耗与从汇总测量得出的功耗之间的差异。校准后,我们可以将传感器的唤醒频率实时转换为功耗。这种分计量系统的部署方法易于安装和维护,允许用户获得广泛而详细的能源消耗和成本视图。
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引用次数: 0
Airplanes aloft as a sensor network for wind forecasting 空中的飞机作为风预报的传感器网络
Ashish Kapoor, Zachary Horvitz, S. Laube, E. Horvitz
We explore the feasibility of using commercial aircraft as sensors for observing weather phenomena at a continental scale. We focus specifically on the problem of wind forecasting and explore the use of machine learning and inference methods to harness air and ground speeds reported by aircraft at different locations and altitudes. We validate the learned predictive model with a field study where we release an instrumented high-altitude balloon and compare the predicted trajectory with the sensed winds. The experiments show the promise of using airplane in flight as a large-scale sensor network. Beyond making predictions, we explore the guidance of sensing with value-of-information analyses, where we consider uncertainties and needs of sets of routes and maximize information value in light of the costs of acquiring data from airplanes. The methods can be used to select ideal subsets of planes to serve as sensors and also to evaluate the value of requesting shifts in trajectories of flights for sensing.
我们探讨了利用商用飞机作为传感器在大陆尺度上观测天气现象的可行性。我们特别关注风预报问题,并探索使用机器学习和推理方法来利用飞机在不同位置和高度报告的空气和地面速度。我们通过实地研究验证了学习到的预测模型,我们释放了一个仪器化的高空气球,并将预测的轨迹与感知到的风进行了比较。实验表明,将飞行中的飞机作为一个大规模的传感器网络是有希望的。除了做出预测,我们还探索了信息价值分析的传感指导,其中我们考虑了路线集的不确定性和需求,并根据从飞机获取数据的成本最大化信息价值。该方法可用于选择理想的飞机子集作为传感器,也可用于评估请求飞行轨迹变化的价值。
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引用次数: 23
Fine-grained remote monitoring, control and pre-paid electrical service in rural microgrids 农村微电网的精细远程监测、控制和预付费电力服务
Maxim Buevich, Dan Schnitzer, Tristan Escalada, Arthur Jacquiau-Chamski, Anthony G. Rowe
In this paper, we present the architecture, design and experiences from a wirelessly managed microgrid deployment in rural Les Anglais, Haiti. The system consists of a three-tiered architecture with a cloud-based monitoring and control service, a local embedded gateway infrastructure and a mesh network of wireless smart meters deployed at 52 buildings. Each smart meter device has an 802.15.4 radio that enables remote monitoring and control of electrical service. The meters communicate over a scalable multi-hop TDMA network back to a central gateway that manages load within the system. The gateway also provides an 802.11 interface for an on-site operator and a cellular modem connection to a cloud-backend that manages and stores billing and usage data. The cloud backend allows occupants in each home to pre-pay for electricity at a particular peak power limit using a text messaging service. The system activates each meter within seconds and locally enforces power limits with provisioning for theft detection. We believe that this fine-grained micro-payment model can enable sustainable power in otherwise unfeasible areas. This paper provides a chronology of our deployment and installation strategy that involved GPS-based site mapping along with various network conditioning actions required as the network evolved. Finally, we summarize key lessons learned and hypothesis about additional hardware that could be used to ease the tracing of faults like short circuits and downed lines within microgrids.
在本文中,我们介绍了在海地Les Anglais农村部署的无线管理微电网的架构、设计和经验。该系统由三层架构组成,包括基于云的监控服务、本地嵌入式网关基础设施和部署在52座建筑物中的无线智能电表网状网络。每个智能电表设备都有一个802.15.4无线电,可以远程监控和控制电力服务。仪表通过可扩展的多跳TDMA网络通信,返回到管理系统内负载的中央网关。该网关还为现场操作员提供802.11接口,并为管理和存储账单和使用数据的云后端提供蜂窝调制解调器连接。云后端允许每个家庭的居住者使用短信服务在特定的峰值电力限制下预付费。该系统在几秒钟内激活每个电表,并在本地强制执行功率限制,以备盗窃检测。我们相信这种细粒度的小额支付模式可以在其他不可行的领域实现可持续的电力。本文提供了我们的部署和安装策略的年表,其中包括基于gps的站点映射以及随着网络发展所需的各种网络调节操作。最后,我们总结了关键的经验教训和关于额外硬件的假设,这些硬件可以用来缓解微电网内短路和断线等故障的跟踪。
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引用次数: 27
期刊
IPSN-14 Proceedings of the 13th International Symposium on Information Processing in Sensor Networks
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