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2012 3rd IEEE International Conference on the Internet of Things最新文献

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RSS-based self-adaptive localization in dynamic environments 动态环境下基于rss的自适应定位
Pub Date : 2012-10-24 DOI: 10.1109/IOT.2012.6402304
B. Dil, P. Havinga
This paper focuses on optimal and automatic calibration of the propagation model of Received Signal Strength (RSS) based localization algorithms. Conventional RSS-based localization algorithms assume that optimal calibration is static and identical for all nodes, which limits its use to static environments. However realistic environments are dynamic, where each node should estimate its own optimal propagation model settings dependent on the node's hardware and location. We call this process Self-Adaptive Localization (SAL). SAL algorithms estimate the parameter settings from available localization measurements. We show that existing SAL algorithms significantly decrease the localization accuracy and stability. Our main contribution is that we determine the conditions under which SAL algorithms provide optimal results, that are shown to be constraints on the localization surface. Since the antenna orientation has a significant impact on RSS and thus optimal propagation model settings, we evaluated SAL in an environment with unknown and thus dynamic antenna orientations. Our measurements and simulations show that these constraints increase the accuracy by ~ 45% and the stability by ~ 70% in static and dynamic environments.
本文主要研究了基于接收信号强度(RSS)的定位算法传播模型的优化和自动标定。传统的基于rss的定位算法假设所有节点的最优校准是静态的和相同的,这限制了它在静态环境中的使用。然而,现实环境是动态的,每个节点应该根据节点的硬件和位置估计自己的最佳传播模型设置。我们称这个过程为自适应定位(SAL)。SAL算法从可用的定位测量中估计参数设置。我们发现现有的SAL算法显著降低了定位精度和稳定性。我们的主要贡献是我们确定了SAL算法提供最佳结果的条件,这些条件被显示为局部化表面的约束。由于天线方向对RSS有重要影响,因此最优传播模型设置,我们在未知的动态天线方向环境中评估了SAL。我们的测量和仿真表明,在静态和动态环境下,这些约束使精度提高了45%,稳定性提高了70%。
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引用次数: 16
Actinium: A RESTful runtime container for scriptable Internet of Things applications Actinium:一个RESTful的运行时容器,用于可脚本化的物联网应用程序
Pub Date : 2012-10-24 DOI: 10.1109/IOT.2012.6402315
Matthias Kovatsch, Martin Lanter, S. Duquennoy
Programming Internet of Things (IoT) applications is challenging because developers have to be knowledgeable in various technical domains, from low-power networking, over embedded operating systems, to distributed algorithms. Hence, it will be challenging to find enough experts to provide software for the vast number of expected devices, which must also be scalable and particularly safe due to the connection to the physical world. To remedy this situation, we propose an architecture that provides Web-like scripting for low-end devices through Cloud-based application servers and a consistent, RESTful programming model. Our novel runtime container Actinium (Ac) exposes scripts, their configuration, and their lifecycle management through a fully RESTful programming interface using the Constrained Application Protocol (CoAP). We endow the JavaScript language with an API for direct interaction with mote-class IoT devices, the CoapRequest object, and means to export script data as Web resources. With Actinium, applications can be created by simply mashing up resources provided by CoAP servers on devices, other scripts, and classic Web services. We also discuss security considerations and show the suitability of this architecture in terms of performance with our publicly available implementation.
物联网(IoT)应用程序的编程具有挑战性,因为开发人员必须具备各种技术领域的知识,从低功耗网络、嵌入式操作系统到分布式算法。因此,要找到足够多的专家来为大量预期设备提供软件将是一项挑战,这些设备还必须具有可扩展性,并且由于与物理世界的连接而特别安全。为了纠正这种情况,我们提出了一种架构,该架构通过基于云的应用服务器和一致的RESTful编程模型为低端设备提供类似web的脚本。我们新颖的运行时容器Actinium (Ac)通过使用约束应用协议(CoAP)的完全RESTful编程接口公开脚本、它们的配置和它们的生命周期管理。我们为JavaScript语言赋予了一个API,用于与远程IoT设备、CoapRequest对象直接交互,以及将脚本数据导出为Web资源的方法。使用Actinium,只需在设备、其他脚本和传统Web服务上混合CoAP服务器提供的资源,就可以创建应用程序。我们还讨论了安全方面的考虑,并展示了该体系结构与我们公开可用的实现在性能方面的适用性。
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引用次数: 113
Decreasing false-positive RFID tag reads by improved portal antenna setups 通过改进门户天线设置来减少RFID标签的误报
Pub Date : 2012-10-24 DOI: 10.1109/IOT.2012.6402310
T. Keller, Frédéric Thiesse, A. Ilic, E. Fleisch
The problem of false-positive RFID tag reads i.e., tags that have been read unintentionally by a reader, is crucial for the actual implementation of RFID solutions in the real world. Prior research has shown that the use of the low-level reader data is suitable to approach this problem and it is the scope of this paper to evaluate the use of alternative RFID reader antenna setups to support this idea. We collected a large number of data in a productive RFID enabled distribution center, derived additional knowledge from our findings and used it to train a machine learning algorithm for the detection of such false-positive reads. It will be shown that the proposed solutions significantly improve the previously in the literature presented classification algorithms.
误报RFID标签读取的问题,即阅读器无意中读取的标签,对于在现实世界中实际实现RFID解决方案至关重要。先前的研究表明,使用低级阅读器数据适合解决这个问题,本文的范围是评估使用替代RFID阅读器天线设置来支持这一想法。我们在一个高效的RFID配送中心收集了大量数据,从我们的发现中获得了额外的知识,并使用它来训练机器学习算法,以检测此类假阳性读数。我们将会发现,所提出的解决方案显著改善了先前文献中提出的分类算法。
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引用次数: 19
Unified routing for data dissemination in smart city networks 面向智慧城市网络数据传播的统一路由
Pub Date : 2012-10-24 DOI: 10.1109/IOT.2012.6402320
Viet-Duc Le, H. Scholten, P. Havinga
The Internet of Things continues to expand from traditional homogeneous technologies with low resources to increasingly heterogeneous and resource rich technologies. An emerging domain in this respect is the use of mobile phones to monitor and process events. Moreover, there is increasing interest in expanding the application domains, such as to smart cities. Existing routing algorithms for such technologies and application domains are still designed for homogeneous technologies, such as mobile phones, vehicles, and Road Side Units. In this paper, we propose a new routing scheme for a heterogeneous architecture that is composed of a heterogeneous set of nodes. Our proposed routing algorithm uses two parameters, namely the Delivery Capability and Number of Copies, to control the dissemination area and connection priority. By optimally choosing these two parameters according to characteristics of nodes, the proposed algorithm works well with various types of sensor node. In addition, a heterogeneous network architecture and several mobility models are introduced to obtain a realistic simulation scenario. The simulation results show that our proposed approach outperforms all other compared algorithms in terms of delivery ratio and latency.
物联网不断从传统的资源低的同质技术向日益异构、资源丰富的技术拓展。这方面的一个新兴领域是使用移动电话来监视和处理事件。此外,人们对扩展应用领域(如智能城市)的兴趣越来越大。这些技术和应用领域的现有路由算法仍然是为同类技术设计的,例如移动电话、车辆和路边单元。在本文中,我们提出了一种新的由异构节点组成的异构架构路由方案。我们提出的路由算法使用两个参数,即交付能力和拷贝数,来控制传播区域和连接优先级。通过根据节点的特点对这两个参数进行优化选择,该算法可以很好地适应各种类型的传感器节点。此外,还介绍了异构网络架构和多种移动模型,以获得真实的仿真场景。仿真结果表明,我们提出的方法在传输率和延迟方面优于所有其他比较算法。
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引用次数: 26
Self-powered water meter for direct feedback 自供电水表直接反馈
Pub Date : 2012-10-24 DOI: 10.1109/IOT.2012.6402300
Vojkan Tasic, T. Staake, T. Stiefmeier, Verena Tiefenbeck, E. Fleisch, G. Tröster
Hot water usage accounts for 16% of household demand for energy, much more than lighting and cooking (5% each) and is comparable to electricity usage for appliances (21%). As a means of helping consumers to save hot water, we present a novel self-powered water consumption sensor that enables direct consumption feedback. We equipped 91 Swiss households with the sensors and recorded 3,164 individual showers during the period of three months. The presence of feedback during a shower resulted in the reduction of average shower water consumption from 79 l to 61 l (-22.2%) per day and household. In addition to savings attributable to already installed flow restrictors, an average household could conserve 6,400 l of drinking water and 210 kWh of heat energy (projected to one year). Furthermore, we show that the effects of direct feedback on water consumption did not decline over the course of the study.
热水耗电量占家庭能源需求的16%,远高于照明和烹饪(各占5%),与电器耗电量(21%)相当。作为帮助消费者节约热水的一种手段,我们提出了一种新的自供电水消耗传感器,可以直接反馈消耗。我们为91个瑞士家庭配备了传感器,并在三个月的时间里记录了3164次个人淋浴。淋浴时反馈的存在导致平均淋浴用水量从每天79升减少到61升(-22.2%)。除了已安装的限流器所节省的费用外,一个普通家庭每年还可节省6400升饮用水和210千瓦时的热能。此外,我们表明,在研究过程中,直接反馈对水消耗的影响并没有下降。
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引用次数: 15
IoT mashups with the WoTKit
Pub Date : 2012-10-22 DOI: 10.1109/IOT.2012.6402318
Michael Blackstock, R. Lea
Toward reducing barriers for developing applications for the Internet of Things, researchers have connected things to the web enabling the development of IoT mashups. While establishing a Web of Things for mashup development has been an important step forward, we believe that web-centric IoT toolkits have the potential to increase the use of Internet-enabled things further by increasing the pool of developers and applications that can take advantage of the connected physical world. In this paper we derive several key requirements for IoT mashup toolkits based on existing systems, past research and our experience with an IoT mashup toolkit called the Web of Things Toolkit (WoTKit). Unlike other systems, the WoTKit aims to address key requirements for IoT mashup developers in one system. From this experience we derive key lessons learned for the community toward improving toolkits for developing IoT mashups.
为了减少开发物联网应用程序的障碍,研究人员将事物连接到网络,从而实现物联网混搭的开发。虽然为混搭开发建立物联网是向前迈出的重要一步,但我们相信,以网络为中心的物联网工具包有潜力通过增加可以利用互联物理世界的开发人员和应用程序池,进一步增加互联网支持的事物的使用。在本文中,我们根据现有系统、过去的研究和我们使用物联网混搭工具包的经验,得出了物联网混搭工具包的几个关键要求,该工具包称为物联网工具包(WoTKit)。与其他系统不同,WoTKit旨在解决物联网混搭开发人员在一个系统中的关键需求。从这一经验中,我们为社区提供了改进开发物联网mashup的工具包的关键经验。
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引用次数: 117
Fuzzy-based sensor search in the Web of Things 物联网中基于模糊的传感器搜索
Pub Date : 2012-10-01 DOI: 10.1109/IOT.2012.6402314
C. Truong, K. Römer, Kai Chen
An increasing number of sensors is being connected to the Internet and their output is published on the Web, resulting in the formation of a Web of Things (WoT) that will soon connect tens of Billions of devices. As in the traditional web, search will be a key service also in the WoT to enable users to find sensors with certain properties. We propose sensor similarity search, where given a sensor, other sensors on the WoT are found that produced similar output in the past. At the heart of our approach is an algorithm that exploits fuzzy sets for efficiently computing a similarity score for a pair of sensors that is used to obtain a ranked list of matching sensors. Using sensor data sets from real deployments, we find that this approach results in a high accuracy.
越来越多的传感器被连接到互联网,它们的输出被发布在网络上,从而形成了一个很快将连接数百亿设备的物联网(WoT)。与传统网络一样,搜索也将成为WoT的关键服务,使用户能够找到具有特定属性的传感器。我们提出了传感器相似度搜索,在给定传感器的情况下,WoT上的其他传感器会在过去产生类似的输出。我们方法的核心是一种算法,该算法利用模糊集有效地计算一对传感器的相似度分数,该分数用于获得匹配传感器的排名列表。使用实际部署的传感器数据集,我们发现该方法具有很高的精度。
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引用次数: 47
XML-less EXI with code generation for integration of embedded devices in web based systems 带有代码生成的无xml EXI,用于在基于web的系统中集成嵌入式设备
Pub Date : 2012-10-01 DOI: 10.1109/IOT.2012.6402307
Yusuke Doi, Yumiko Sato, M. Ishiyama, Y. Ohba, K. Teramoto
XML is a widely used as message serialization format in web-based open and heterogeneous systems because of its flexible data model. Internet-of-Things (IoT), or network with constrained nodes, is expected to be heterogeneous, and flexibility and expressiveness of XML are also good for IoT. However, RAM and bandwidth constraints on such nodes make handling of XML difficult. The authors are developing XML-less EXI to solve the problem. Our approach adopts Efficient XML Interchange (EXI) as alternative serialization form of XML. It solves the bandwidth problem of XML. At the same time, the authors apply code generation techniques to encode/decode EXI stream without XML data models on constrained nodes. Static state machines from a schema-informed EXI grammar enable constrained nodes to convert EXI data directly from/to its internal data. The authors show that XML-less EXI is highly efficient in RAM usage regardless of the size of an EXI stream and more compact in ROM size than other implementations. The authors also provide code size estimations for a set of schema-informed EXI grammars and insights on how to make the grammars compact.
XML由于其灵活的数据模型,在基于web的开放异构系统中被广泛用作消息序列化格式。物联网(Internet-of-Things,简称IoT)或具有约束节点的网络被认为是异构的,XML的灵活性和表达性也有利于IoT。然而,这些节点上的RAM和带宽限制使得处理XML变得困难。作者正在开发无xml的EXI来解决这个问题。我们的方法采用高效XML交换(Efficient XML Interchange, EXI)作为XML的备选序列化形式。它解决了XML的带宽问题。同时,作者应用代码生成技术对约束节点上没有XML数据模型的EXI流进行编码/解码。基于模式的EXI语法的静态状态机使受约束的节点能够直接将EXI数据从/转换为其内部数据。作者表明,无论EXI流的大小如何,少xml的EXI在RAM使用方面都是高效的,并且在ROM大小方面比其他实现更紧凑。作者还提供了一组基于模式的EXI语法的代码大小估计,以及关于如何使语法更紧凑的见解。
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引用次数: 14
Optimizing the storage of massive electronic pedigrees in HDFS 优化HDFS中海量电子系谱的存储
Pub Date : 2012-10-01 DOI: 10.1109/IOT.2012.6402306
Yin Zhang, Weili Han, Wei Wang, Chang Lei
Benefiting from trustworthily tracking of the processes in the production, processing, storage, transportation and sale phases, an electronic pedigree system becomes an important technology of the Internet of Things. In an electronic pedigree system, small-sized but huge volume of electronic pedigrees in the XML format will be generated, stored, and retrieved. Unfortunately, study of these massive electronic pedigrees' storage in an electronic pedigree system, which is in the form of small XML files, is rarely concerned. We, therefore, try to leverage Hadoop to solve the storage problem of massive electronic pedigrees, by the optimization of storing and accessing massive small XML files in HDFS. First, all correlated small XML files of the same envelope are merged into a larger file to reduce the metadata occupation at NameNode. Second, a prefetching mechanism and a remerging mechanism are used to improve the efficiency of accessing small XML files. Finally, we implement a prototype to evaluate the effectiveness and efficiency comparing with the origin HDFS. The results show that the optimized approach is able to reduce the memory consumption of NameNodes by up to 50%, improve performance of storing by up to 91%, and accelerate accessing by up to 88% in Hadoop.
得益于对生产、加工、储存、运输和销售阶段过程的可靠跟踪,电子谱系系统成为物联网的一项重要技术。在电子系谱系统中,将生成、存储和检索XML格式的小型但数量庞大的电子系谱。不幸的是,很少有人研究电子谱系系统中这些以小型XML文件形式存在的大量电子谱系的存储。因此,我们尝试利用Hadoop来解决海量电子谱系的存储问题,通过优化在HDFS中存储和访问海量小XML文件。首先,将同一信封中所有相关的小XML文件合并到一个较大的文件中,以减少NameNode中的元数据占用。其次,采用预取机制和合并机制,提高小XML文件的访问效率。最后,我们实现了一个原型来评估与原始HDFS的有效性和效率。结果表明,优化后的方法能够将namenode的内存消耗减少高达50%,将存储性能提高高达91%,并将Hadoop中的访问速度提高高达88%。
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引用次数: 12
The stateless point to point routing protocol based on shortcut tree routing algorithm for IP-WSN 基于快捷树路由算法的IP-WSN无状态点到点路由协议
Pub Date : 2012-10-01 DOI: 10.1109/IOT.2012.6402319
Kiwoong Kwon, Minkeun Ha, Taehong Kim, S. Kim, Daeyoung Kim
IP-based Wireless Sensor Network (IP-WSN) is one of the essential elements enabling Internet of Things (IoT). However, IP-WSN imposes great challenges due to low processing resources and strict energy constraints of sensors. Various routing protocols for IP-WSN have been proposed considering low-cost communication with resource-constraint and typical traffic patterns like multipoint-to-point, but most of routing protocols causes problems incurring inefficient route or/and consuming many processing resources. Especially, as far as point-to-point (P2P) traffic is concerned, those routing protocols incur triangular detour routes and require many processing resources at intermediate nodes where P2P traffic is an important traffic pattern. To address these challenges, we propose the Stateless P2P Routing protocol (SPR) based on shortcut tree routing algorithm which is our previous study. SPR can deliver a packet to the node having the smallest remaining hop count among neighbors without additional control overhead, instead of always delivering a packet to a parent or children along tree routes. SPR also provides a nearly stateless routing in that SPR determines a route through hierarchical address structure and one hop neighbor information without having to store global routing state. We implement SPR in our IP-WSN platform named SNAIL and conduct a simulation and a measurement to verify the performance of SPR. The simulation results show SPR provides improved hop count compared to HiLow and RPL. It also provides reduced memory usage and the number of control packets compared to RPL. Additionally, the measurement results show SPR provides decreased round trip time and increased packet delivery ratio compared to HiLow and RPL.
基于ip的无线传感器网络(IP-WSN)是实现物联网(IoT)的基本要素之一。然而,IP-WSN由于处理资源少和传感器的严格能量限制而面临很大的挑战。考虑到资源约束下的低成本通信和多点对点等典型的流量模式,IP-WSN的路由协议已经被提出,但大多数路由协议存在路由效率低下或消耗大量处理资源的问题。特别是对于点对点(P2P)流量来说,这些路由协议会产生三角形的绕路,并且需要在中间节点上花费大量的处理资源,而P2P流量是P2P流量的重要流量模式。为了解决这些问题,我们提出了基于捷径树路由算法的无状态P2P路由协议(SPR)。SPR可以在没有额外控制开销的情况下将数据包发送到邻居中剩余跳数最小的节点,而不是总是沿着树路由将数据包发送到父节点或子节点。SPR还提供了一种几乎无状态的路由,它通过分层地址结构和一跳邻居信息来确定路由,而不必存储全局路由状态。我们在我们的IP-WSN平台SNAIL上实现了SPR,并进行了仿真和测量来验证SPR的性能。仿真结果表明,与HiLow和RPL相比,SPR提供了更高的跳数。与RPL相比,它还减少了内存使用和控制数据包的数量。此外,测量结果表明,与HiLow和RPL相比,SPR提供了更少的往返时间和更高的数据包投递率。
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引用次数: 16
期刊
2012 3rd IEEE International Conference on the Internet of Things
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