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2015 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops)最新文献

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Quality of information-aware real-time traffic flow analysis and reporting 高质量的信息感知实时交通流量分析和报告
Manisha Mukherjee, J. Edwards, H. Kwon, T. L. Porta
In this paper we present a framework for Quality of Information (QoI)-aware networking. QoI quantifies how useful a piece of information is for a given query or application. Herein, we present a general QoI model, as well as a specific example instantiation that carries throughout the rest of the paper. In this model, we focus on the tradeoffs between precision and accuracy. As a motivating example, we look at traffic video analysis. We present simple algorithms for deriving various traffic metrics from video, such as vehicle count and average speed. We implement these algorithms both on a desktop workstation and less-capable mobile device. We then show how QoI-awareness enables end devices to make intelligent decisions about how to process queries and form responses, such that huge bandwidth savings are realized.
本文提出了一个信息质量感知网络的框架。qi量化了一条信息对于给定查询或应用程序的有用程度。在这里,我们提出了一个通用的qi模型,以及一个贯穿本文其余部分的具体示例实例。在这个模型中,我们关注的是精度和准确度之间的权衡。作为一个激励的例子,我们看一下交通视频分析。我们提出了简单的算法来从视频中获得各种交通指标,如车辆数量和平均速度。我们在桌面工作站和功能较差的移动设备上实现这些算法。然后,我们将展示qos感知如何使终端设备能够就如何处理查询和形成响应做出智能决策,从而实现巨大的带宽节省。
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引用次数: 0
Dynamic resource provisioning through Fog micro datacenter 通过Fog微数据中心进行动态资源发放
Mohammad Aazam, E. Huh
Lately, pervasive and ubiquitous computing services have been under focus of not only the research community, but developers as well. Different devices generate different types of data with different frequencies. Emergency, healthcare, and latency sensitive services require real-time response. Also, it is necessary to decide what type of data is to be uploaded in the cloud, without burdening the core network and the cloud. For this purpose, Fog computing plays an important role. Fog resides between underlying IoTs and the cloud. Its purpose is to manage resources, perform data filtration, preprocessing, and security measures. For this purpose, Fog requires an effective and efficient resource management framework, which we provide in this paper. Moreover, since Fog has to deal with mobile nodes and IoTs, which involves objects and devices of different types, having a fluctuating connectivity behavior. All such types of service customers have an unpredictable relinquish probability, since any object or device can quit resource utilization at any moment. In our proposed methodology for resource estimation and management, we have taken into account these factors and formulate resource management on the basis of fluctuating relinquish probability of the customer, service type, service price, and variance of the relinquish probability. Implementation of our system was done using Java, while evaluation was done on CloudSim toolkit. The discussion and results show that these factors can help service provider estimate the right amount of resources, according to each type of service customers.
最近,普适和无处不在的计算服务不仅是研究社区的焦点,也是开发人员的焦点。不同的设备产生不同类型的数据,频率也不同。紧急、医疗保健和延迟敏感服务需要实时响应。此外,有必要在不增加核心网络和云负担的情况下,决定在云中上传什么类型的数据。为此,雾计算扮演着重要的角色。雾存在于底层物联网和云之间。其目的是管理资源、执行数据过滤、预处理和安全措施。为此,Fog需要一个有效和高效的资源管理框架,我们在本文中提供了这个框架。此外,由于Fog必须处理移动节点和物联网,其中涉及不同类型的对象和设备,具有波动的连接行为。所有这些类型的服务客户都具有不可预测的放弃概率,因为任何对象或设备都可以随时退出资源利用。在我们提出的资源估计和管理方法中,我们考虑了这些因素,并根据客户、服务类型、服务价格和放弃概率方差的波动来制定资源管理。我们的系统是用Java实现的,而评估是在CloudSim工具包上完成的。讨论和结果表明,这些因素可以帮助服务提供商根据每种类型的服务客户估计适当的资源量。
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引用次数: 173
Communication coverage awareness for self-aligning wireless communication in disaster operations 灾害作战中自对准无线通信的通信覆盖意识
T. Pfeiffenberger, P. Dorfinger, Ferdinand von Tüllenburg
Broad band communication in international disaster response actions is becoming more and more important. The information exchange between field commanders and tactical commanders lead to a better situational awareness on all layers of disaster management. After large scale disasters the communication infrastructure is often destroyed. Setting up a communication infrastructure is essential in todays disaster response actions. As organizations in disaster response actions are not consisting of IT experts, the setup and installation has to be easy. For example [1] presents such a system. Furthermore the knowledge where to deploy wireless communication gateways and wireless relay nodes is essential. Consequently the positions of field commanders can not only be based on tactical needs but also on communication needs. In this paper we present a simulation based visualization tool which helps to evaluate deployment locations for communication equipment to achieve adequate communication coverage with respect to specific disaster related information. This allows an optimal positioning of relay nodes and field commanders in the field to ensure broad band communication in disaster response actions and thus faster help for the people.
宽带通信在国际救灾行动中发挥着越来越重要的作用。野战指挥官和战术指挥官之间的信息交换有助于提高灾害管理各层面的态势感知能力。大规模灾害发生后,通信基础设施往往遭到破坏。在当今的救灾行动中,建立通信基础设施至关重要。由于从事灾难响应行动的组织并非由IT专家组成,因此设置和安装必须很容易。例如[1]给出了这样一个系统。此外,在哪里部署无线通信网关和无线中继节点的知识是必不可少的。因此,野战指挥员的位置不仅要以战术需要为基础,还要以通信需要为基础。在本文中,我们提出了一个基于仿真的可视化工具,它有助于评估通信设备的部署位置,以实现与特定灾害相关信息的充分通信覆盖。这允许中继节点和现场指挥官在现场进行最佳定位,以确保灾害响应行动中的宽带通信,从而更快地为人民提供帮助。
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引用次数: 3
Power optimization for wearable devices 可穿戴设备的电源优化
H. Kalantarian, N. Alshurafa, M. Pourhomayoun, M. Sarrafzadeh
In recent years, several wearable devices have been proposed for monitoring nutrition intake, tracking energy expenditure, and performing activity recognition. Long device lifetimes are critical because frequent battery replacements increase user burden and yield poor long-term compliance rates. Though countless wearable devices have been proposed in recent years with varying sensors and applications, most system flows are generalizable in terms of their major components: sampling, buffering, processing, and transmission. In this paper, we discuss and evaluate energy-efficiency optimizations for wearable devices, using the NIMON nutrition-monitoring necklace as a case study.
近年来,人们提出了几种可穿戴设备,用于监测营养摄入、跟踪能量消耗和执行活动识别。较长的设备寿命至关重要,因为频繁更换电池会增加用户负担,并导致较低的长期合规率。虽然近年来已经提出了无数的可穿戴设备,具有不同的传感器和应用,但大多数系统流程在其主要组件方面是通用的:采样,缓冲,处理和传输。在本文中,我们以NIMON营养监测项链为例,讨论和评估可穿戴设备的能效优化。
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引用次数: 12
Towards detection of bad habits by fusing smartphone and smartwatch sensors 通过融合智能手机和智能手表的传感器来检测坏习惯
M. Shoaib, S. Bosch, H. Scholten, P. Havinga, Özlem Durmaz Incel
Recently, there has been a growing interest in the research community about using wrist-worn devices, such as smartwatches for human activity recognition, since these devices are equipped with various sensors such as an accelerometer and a gyroscope. Similarly, smartphones are already being used for activity recognition. In this paper, we study the fusion of a wrist-worn device (smartwatch) and a smartphone for human activity recognition. We evaluate these two devices for their strengths and weaknesses in recognizing various daily physical activities. We use three classifiers to recognize 13 different activities, such as smoking, eating, typing, writing, drinking coffee, giving a talk, walking, jogging, biking, walking upstairs, walking downstairs, sitting, and standing. Some complex activities, such as smoking, eating, drinking coffee, giving a talk, writing, and typing cannot be recognized with a smartphone in the pocket position alone. We show that the combination of a smartwatch and a smartphone recognizes such activities with a reasonable accuracy. The recognition of such complex activities can enable well-being applications for detecting bad habits, such as smoking, missing a meal, and drinking too much coffee. We also show how to fuse information from these devices in an energy-efficient way by using low sampling rates. We make our dataset publicly available in order to make our work reproducible.
最近,研究界对使用手腕上的设备越来越感兴趣,比如用于人类活动识别的智能手表,因为这些设备配备了各种传感器,如加速度计和陀螺仪。同样,智能手机已经被用于活动识别。在本文中,我们研究了腕带设备(智能手表)和智能手机的融合,用于人体活动识别。我们评估了这两种设备在识别各种日常身体活动方面的优缺点。我们用三个分类器来识别13种不同的活动,比如吸烟、吃饭、打字、写作、喝咖啡、演讲、散步、慢跑、骑自行车、上楼、下楼、坐着和站着。一些复杂的活动,如吸烟、吃饭、喝咖啡、演讲、写作和打字,仅将智能手机放在口袋位置是无法识别的。我们的研究表明,智能手表和智能手机的结合能够以合理的精度识别这些活动。对这些复杂活动的识别可以使健康应用程序检测坏习惯,如吸烟、不吃饭和喝太多咖啡。我们还展示了如何使用低采样率以节能的方式融合来自这些设备的信息。我们公开我们的数据集是为了使我们的工作可复制。
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引用次数: 111
Demo abstract disseminate: A demonstration of device-to-device media dissemination 演示摘要传播:设备到设备的媒体传播的演示
Venkat Srinivasan, T. Kalbarczyk, Christine Julien
In this demonstration, we showcase Disseminate, a protocol and accompanying Android application for supporting device-to-device dissemination of data that fulfills shared interests of devices in pervasive computing environments. Disseminate is a novel publish-subscribe based protocol that breaks large (likely media heavy) data items into smaller chunks and opportunistically shares the chunks among co-located mobile devices. Interested devices issue subscriptions for the chunks they need and advertisements for the chunks they can share. Our publish mechanism uses a computation of a chunk's uniqueness to determine whether or not to broadcast it to the locally connected devices. The Disseminate app provides an implementation of the protocol in an Android application for sharing photographs via WiFi-Direct broadcast communication.
在这个演示中,我们展示了一个协议和附带的Android应用程序,用于支持设备到设备的数据传播,以满足普适计算环境中设备的共同兴趣。传播是一种新颖的基于发布-订阅的协议,它将大型(可能是媒体繁重的)数据项分解成较小的块,并在位于同一位置的移动设备之间共享这些块。感兴趣的设备为它们需要的数据块发布订阅,并为它们可以共享的数据块发布广告。我们的发布机制使用块的唯一性计算来确定是否将其广播到本地连接的设备。该应用程序在Android应用程序中提供了该协议的实现,用于通过WiFi-Direct广播通信共享照片。
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引用次数: 0
Demo abstract: A microphone sensor based system for green building applications 演示摘要:一种基于麦克风传感器的绿色建筑应用系统
Md Abdullah Al Hafiz Khan, Sheung Lu, Nirmalya Roy, Nilavra Pathak
Acoustic sensing has influenced many applications in green building energy management, such as designing multi-modal energy disaggregation algorithms through fine-grained appliance state identifications or efficiently controlling the HVAC system based on the occupancy of the environment. In this demo paper we build a low-cost system prototype using off-the-shelf commercially available hardware (Raspberry Pi and super high gain microphone) to handle both acoustic sensing and its processing that is portable and easily deployable in any indoor environment. Our system is useful in detecting appliance noise for fine-grained energy metering and human voice for managing building energy footprint. We use the decibel strength of the sound to determine if it should be filtered out as a silence or stored in as an audio of interest. A fast fourier transform that quickly converts the sinusoidal input of the audio signals into its associated frequencies is implemented along with the Mel-Frequency Cepstral Coefficients (MFCCs) feature to distinguish between a human voice and an appliance noise. We also implement all the computations on-chip to quantify the energy-delay benefits.
声传感已经影响了绿色建筑能源管理中的许多应用,例如通过细粒度设备状态识别设计多模态能量分解算法,或根据环境占用情况有效控制暖通空调系统。在这篇演示论文中,我们使用现成的商用硬件(树莓派和超高增益麦克风)构建了一个低成本的系统原型,以处理声学传感及其处理,该系统便携且易于在任何室内环境中部署。我们的系统可用于检测电器噪音以进行精细的能源计量,以及用于管理建筑能源足迹的人的声音。我们使用声音的分贝强度来确定它是应该作为无声音频过滤掉还是作为感兴趣的音频存储起来。将音频信号的正弦输入快速转换为相关频率的快速傅立叶变换与mel -频率倒谱系数(mfccc)特征一起实现,以区分人声和电器噪声。我们还在芯片上实现了所有的计算,以量化能量延迟的好处。
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引用次数: 4
Next place prediction by understanding mobility patterns 通过了解移动模式来预测下一个地点
M. Dash, Kee Kiat Koo, J. Gomes, S. Krishnaswamy, Daniel Rugeles, A. Nash
As technology to connect people across the world is advancing, there should be corresponding advancement in taking advantage of data that is generated out of such connection. To that end, next place prediction is an important problem for mobility data. In this paper we propose several models using dynamic Bayesian network (DBN). Idea behind development of these models come from typical daily mobility patterns a user have. Three features (location, day of the week (DoW), and time of the day (ToD)) and their combinations are used to develop these models. Knowing that not all models work well for all situations, we developed three combined models using least entropy, highest probability and ensemble. Extensive performance study is conducted to compare these models over two different mobility data sets: a CDR data and Nokia mobile data which is based on GPS. Results show that least entropy and highest probability DBNs perform the best.
随着连接世界各国人民的技术不断进步,利用这种连接产生的数据也应该有相应的进步。为此,下一个位置的预测是机动性数据的一个重要问题。本文利用动态贝叶斯网络(DBN)提出了几种模型。这些模型背后的开发理念来自于用户典型的日常移动模式。三个特征(地点、星期几(DoW)和一天中的时间(ToD))及其组合用于开发这些模型。知道不是所有的模型都适用于所有情况,我们开发了三个组合模型,使用最小熵,最高概率和集合。我们进行了广泛的性能研究,在两种不同的移动数据集上比较这些模型:CDR数据和基于GPS的诺基亚移动数据。结果表明,最小熵和最高概率dbn的性能最好。
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引用次数: 21
Tool chain for application development with name-centric services 使用以名称为中心的服务进行应用程序开发的工具链
Torsten Teubler, H. Hellbrück
Regarding service oriented architectures various tool chains evolved in the last decades. However, in terms of content-centric approaches tools and middleware are in an early stage. Especially tool support for name-centric services in future heterogeneous networks is not available. Future networks will cover future Internet, wireless sensor networks, mobile and ubiquitous applications. Existing content-centric networking provides powerful, flexible, but heavyweight APIs to the developers but does not cover middleware and tool chains for services. Therefore, we implement a solution for application development with name-centric services based on an existing content-centric networking protocol. We design a lightweight service description based on JSON which is short and can be easily understood. We implement a complete tool chain for automatic code generation for server and client applications. We demonstrate the workflow, the convenience for the application developer and the effectiveness of our approach in a convincing application example. A first evaluation of the code generation reveals a prediction of logical lines of code and illustrates the complexity of the problem that is now solved automatically. Our approach is proven to simplify and advance the application development process for name-centric services.
关于面向服务的体系结构,各种工具链在过去几十年中不断发展。然而,就以内容为中心的方法而言,工具和中间件还处于早期阶段。特别是未来异构网络中对以名称为中心的服务的工具支持是不可用的。未来网络将涵盖未来互联网、无线传感器网络、移动和无处不在的应用。现有的以内容为中心的网络为开发人员提供了强大、灵活但重量级的api,但没有涵盖服务的中间件和工具链。因此,我们实现了一个基于现有的以内容为中心的网络协议的以名称为中心的服务的应用程序开发解决方案。我们设计了一个基于JSON的轻量级服务描述,它简短且易于理解。我们实现了一个完整的工具链,用于服务器和客户端应用程序的自动代码生成。我们在一个令人信服的应用程序示例中演示了工作流、应用程序开发人员的便利性以及我们的方法的有效性。对代码生成的第一次评估揭示了对代码逻辑行的预测,并说明了现在自动解决的问题的复杂性。事实证明,我们的方法可以简化和推进以名称为中心的服务的应用程序开发过程。
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引用次数: 2
Emergency support system with directional extensions 具有定向扩展的应急支援系统
András Kokuti
This paper proposes an emergency support system (ESS) with two novel algorithms, a path finding algorithm to guide evacuees during an emergency, and a communication protocol to make the opportunistic communications (oppcoms) more effective (when observing the unnecessarily sent messages). The oppcoms uses low-cost wearable mobile nodes (i.e. smart phones) that can exchange packets at close range without help of an infrastructure. Both algorithms are based on the same idea: always to maintain the direction from hazardous areas to fire exits. The main goal of the ESS is to guide evacuees in a built environment such as in a shopping centre where fire is spreading. Our support system is evaluated with the DBES (Distributed Building Evacuation Simulator) and multiple simulations have been performed with this tool using different parameters. The results show that the enhanced emergency evacuation system can offer significant improvements for the evacuees and can achieve better results when the number of duplications is taken into account.
本文提出了一种应急支持系统(ESS),该系统采用两种新颖的算法,一种是在紧急情况下指导疏散人员的寻径算法,另一种是使机会通信(oppcoms)更有效(当观察到不必要发送的消息时)的通信协议。oppcoms使用低成本的可穿戴移动节点(即智能手机),可以在没有基础设施帮助的情况下近距离交换数据包。这两种算法都基于相同的思想:始终保持从危险区域到安全出口的方向。ESS的主要目标是在火灾蔓延的购物中心等建筑环境中指导疏散人员。我们的支持系统是用DBES(分布式建筑疏散模拟器)进行评估的,并使用该工具使用不同的参数进行了多次模拟。结果表明,改进后的应急疏散系统对疏散人员有明显的改善作用,在考虑重复次数的情况下,疏散效果更好。
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引用次数: 1
期刊
2015 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops)
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