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A Comparative Analysis of Trust Models for Safety Applications in IoT-enabled Vehicular Networks 基于物联网的车联网安全应用信任模型比较分析
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734204
Farhan Ahmad, A. Adnane, Fatih Kurugollu, Rasheed Hussain
Vehicular Ad-hoc NETwork (VANET) is a vital transportation technology that facilitates the vehicles to share sensitive information (such as steep-curve warnings and black ice on the road) with each other and with the surrounding infrastructure in real-time to avoid accidents and enable comfortable driving experience.To achieve these goals, VANET requires a secure environment for authentic, reliable and trusted information dissemination among the network entities. However, VANET is prone to different attacks resulting in the dissemination of compromised/false information among network nodes. One way to manage a secure and trusted network is to introduce trust among the vehicular nodes. To this end, various Trust Models (TMs) are developed for VANET and can be broadly categorized into three classes, Entity-oriented Trust Models (ETM), Data oriented Trust Models (DTM) and Hybrid Trust Models (HTM). These TMs evaluate trust based on the received information (data), the vehicle (entity) or both through different mechanisms. In this paper, we present a comparative study of the three TMs. Furthermore, we evaluate these TMs against the different trust, security and quality-of-service related benchmarks. Simulation results revealed that all these TMs have deficiencies in terms of end-to-end delays, event detection probabilities and false positive rates. This study can be used as a guideline for researchers to design new efficient and effective TMs for VANET.
车辆自组织网络(vehicle Ad-hoc NETwork, VANET)是一项重要的交通技术,它使车辆之间以及与周围基础设施实时共享敏感信息(如陡峭曲线警告和道路上的黑冰),以避免事故发生,实现舒适的驾驶体验。为了实现这些目标,VANET需要一个安全的环境,以便在网络实体之间传播真实、可靠和可信的信息。然而,VANET容易受到不同的攻击,导致受损/虚假信息在网络节点之间传播。管理安全可信网络的一种方法是在车辆节点之间引入信任。为此,针对VANET开发了各种信任模型,大致可分为三类:面向实体的信任模型(ETM)、面向数据的信任模型(DTM)和混合信任模型(HTM)。这些TMs通过不同的机制基于接收到的信息(数据)、载体(实体)或两者来评估信任。在本文中,我们对这三种TMs进行了比较研究。此外,我们根据不同的信任、安全和服务质量相关基准来评估这些tm。仿真结果表明,这些模型在端到端延迟、事件检测概率和误报率等方面都存在不足。本研究可为研究人员设计新的高效的VANET TMs提供指导。
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引用次数: 19
On using eXtreme Gradient Boosting (XGBoost) Machine Learning algorithm for Home Network Traffic Classification 应用极限梯度增强(XGBoost)机器学习算法进行家庭网络流量分类
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734193
Iyad Lahsen Cherif, A. Kortebi
Traffic classification (TC) is a fundamental task of network management and monitoring operations. Previous works relying on selected packet header fields (e.g. port numbers) or application layer protocol decoding techniques are becoming increasingly difficult and inefficient when facing encrypted traffic and peer-to-peer flows. In this paper, we address the problem of flow based TC using machine learning (ML) algorithms. Our work considers a supervised approach, namely eXtreme Gradient Boosting (XGBoost) algorithm, which has never been investigated for TC. Performance evaluation results show that we obtain 99.5% accuracy on a dataset containing real flows. Additionally, compared to other ML algorithms, XGBoost is the most accurate one.
流分类(TC)是网络管理和监控操作的一项基本任务。以前的工作依赖于选择的数据包报头字段(例如端口号)或应用层协议解码技术,在面对加密流量和点对点流量时变得越来越困难和低效。在本文中,我们使用机器学习(ML)算法解决了基于流的TC问题。我们的工作考虑了一种监督方法,即极限梯度增强(XGBoost)算法,该算法从未对TC进行过研究。性能评估结果表明,我们在包含真实流的数据集上获得了99.5%的准确率。此外,与其他ML算法相比,XGBoost是最准确的算法。
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引用次数: 43
Bio-Inspired Recruiting Protocol for FANET in Precision Agriculture Domains: Pheromone Parameters Tuning 精准农业领域FANET的仿生招募协议:信息素参数调整
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734209
M. Tropea, A. Santamaria, Giuseppe Potrino, F. Rango
Unmanned Aerial Vehicles (UAVs) are one of the most important areas of technological research thanks to its rapid development. They find application in many aspects of real world such as precision agriculture where they are able to give a ’big hand’ to the farmers’ issues. This paper deals with the use of UAVs, also called drones, in the precision agriculture domain in order to face parasites or sudden climate changes issues that can severely affect the agricultural products quality. These new technologies can support farmers to face the threats and, in the specific case, to kill parasites that can destroy plants in the cultivated field. In this work a recruiting protocol based on a bio-inspired approach is presented, showing the performance of the proposed mechanism varying different algorithm parameters in order to tune in appropriate way the algorithm implementation.
无人飞行器(Unmanned Aerial vehicle, UAVs)发展迅速,成为当今科技研究的重要领域之一。它们在现实世界的许多方面都有应用,比如精准农业,它们能够帮助农民解决问题。本文讨论了无人机在精准农业领域的应用,以应对可能严重影响农产品质量的寄生虫或突发气候变化问题。这些新技术可以帮助农民应对这些威胁,在特定情况下,还可以帮助农民杀死可能破坏耕地植物的寄生虫。在这项工作中,提出了一种基于生物启发方法的招聘协议,展示了所提出的机制在不同算法参数下的性能,以便以适当的方式调整算法实现。
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引用次数: 10
Revisiting Downlink Scheduling in a Multi-Cell OFDMA Network: From Full Base Station Coordination to Practical Schemes 多小区OFDMA网络下行链路调度重述:从全基站协调到实用方案
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734248
Yigit Ozcan, C. Rosenberg
We revisit the user scheduling problem on the downlink of OFDMA cellular networks. Our aim is to find the optimal system-wide schedule of a multi-cell system to understand how much a fully coordinated scheduling could improve performance. It is a highly non-convex integer problem. We propose a method to upper bound this problem by a signo-mial programming problem that can be solved. The solution to the signomial problem can be used to derive a feasible solution to the original global scheduling problem. We show numerically that the gap between the upper bound and that feasible solution is very small. We then provide results both for homogeneous and heterogeneous networks. In the homogeneous case, we show that the coordinated scheduling significantly outperforms a simple benchmark that uses a local scheduling based on equal power. However, the centralized scheduler is very complex and it requires all the channel state information in the system. Therefore, we use the feasible solutions to the system-wide problem to derive a practical scheme based on a well-parameterized soft frequency reuse and a simple local scheduler. We show that the coordinated scheduling performs only 20% better than this practical scheme. The method we study can also be applied to obtain an upper bound for the case of heterogeneous networks. We compare the solution obtained by fully coordinating the scheduling of all the base stations with practical schemes inspired by the one obtained for the homogeneous case and show that the difference between the upper bound and the performance of the best of these schemes is 21%, which again questions the need for coordination.
研究了OFDMA蜂窝网络下行链路上的用户调度问题。我们的目标是找到多单元系统的最佳系统范围调度,以了解完全协调的调度可以在多大程度上提高性能。这是一个高度非凸整数问题。我们提出了一种用可解的符号规划问题来求解该问题的上界的方法。利用信号问题的解可以导出原全局调度问题的可行解。我们用数值方法证明了上界与可行解之间的差距很小。然后,我们提供了同质和异构网络的结果。在同构情况下,我们表明协调调度明显优于使用基于等功率的本地调度的简单基准测试。然而,集中式调度程序非常复杂,它需要系统中所有的通道状态信息。因此,我们利用系统范围问题的可行解,推导出一种基于参数化良好的软频率复用和简单的局部调度程序的实用方案。结果表明,该方案的调度性能仅比实际方案提高20%。我们所研究的方法也可以用来求异构网络的上界。我们将充分协调所有基站调度得到的解与齐次情况下得到的实际方案进行了比较,结果表明,这些方案的上界与最佳方案的性能差为21%,这再次提出了协调的必要性。
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引用次数: 3
Connectivity-aware Relay Node Deployment in Grid-based Wireless Sensor Networks 基于网格的无线传感器网络中的连接感知中继节点部署
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734234
Khadidja Tisseli, Chafika Benzaid, Noureddine Lasla, N. Badache
Relay node placement can be an effective mean for boosting the performance of a Wireless Sensor Network (WSN) in terms of several metrics such as network connectivity, network lifetime and fault tolerance. In this paper, we consider the problem of deploying relay nodes (RNs) in a WSN to ensure network connectivity. We propose a novel heuristic to find a minimum number of RNs together with their locations needed in order to repair a disconnected network with a grid topology. We first determine the optimal solution for connecting a set of four disconnected nodes and then, by applying our heuristic, we ensure connectivity between these sets via steinerized edges. The runtime complexity of the proposed heuristic is quasilinear in the number of nodes, which is lower than competitive approaches. In addition to that, our heuristic can achieve network connectivity using 32% less of RNs. The performances of the proposed heuristic are validated through simulations.
中继节点的放置可以有效地提高无线传感器网络(WSN)在网络连接、网络生存期和容错性等方面的性能。在本文中,我们考虑了在WSN中部署中继节点以保证网络连通性的问题。我们提出了一种新的启发式算法来寻找最小数量的rn及其位置,以便修复具有网格拓扑结构的断开网络。我们首先确定连接一组四个不连接节点的最优解,然后,通过应用我们的启发式算法,我们通过斯坦化边确保这些集合之间的连通性。所提启发式算法的运行时复杂度在节点数上呈拟线性,低于竞争方法。除此之外,我们的启发式算法可以使用减少32%的rn实现网络连接。通过仿真验证了所提启发式算法的性能。
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引用次数: 2
UAV Location Broadcasting with Wi-Fi SSID 无人机定位广播与Wi-Fi SSID
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734208
Franco Minucci, E. Vinogradov, Hazem Sallouha, S. Pollin
To enable widespread and safe use of drone technologies, it is fundamental to design sense and avoid solutions with low-cost and reliable performance. To this end, broadcasting the drone location and speed is an essential safety requirement. This paper presents a method to broadcast short messages within the SSID of a Wi-Fi network. As a relevant example, we propose to use such messages to broadcast the position and speed of UAVs in a fashion that resembles the ADS-B used in Airplanes. Unlike the existing sense and avoid methods, our approach provides two main advantages. Firstly, it operates in a broadcast manner, meaning that no delay is imposed by establishing a connection. Secondly, no custom hardware is required. Nonetheless, a tradeoff must be made between spending time broadcasting messages and data communication using an actual Wi-Fi connection. Therefore, we introduce a practical broadcast and receive protocol which improves receiving reliability and robustness against jamming. To validate our approach, extensive measurements of broadcast delivery rates have been conducted for multiple broadcasting strategies and the results are presented.
为了实现无人机技术的广泛和安全使用,设计合理和避免低成本和可靠性能的解决方案至关重要。为此,广播无人机的位置和速度是必不可少的安全要求。本文提出了一种在Wi-Fi网络SSID内广播短消息的方法。作为一个相关的例子,我们建议使用这种消息以类似于飞机上使用的ADS-B的方式广播无人机的位置和速度。与现有的感知和避免方法不同,我们的方法提供了两个主要优点。首先,它以广播方式运行,这意味着建立连接不会造成延迟。其次,不需要定制硬件。尽管如此,在花费时间广播消息和使用实际Wi-Fi连接进行数据通信之间必须进行权衡。因此,我们提出了一种实用的广播接收协议,提高了接收的可靠性和抗干扰性。为了验证我们的方法,对多种广播策略进行了广泛的广播传输速率测量,并给出了结果。
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引用次数: 5
Improved BER for offset pulse position modulation using priority decoding over VLC system 在VLC系统上使用优先解码改进偏移脉冲位置调制的误码率
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734159
Zohaib A. Farhat, Mostafa H. Ahfayd, P. Mather, M. Sibley
Offset pulse position modulation (OPPM) the signal modulation scheme offers key advantages compared to other existing pulse position modulation (PPM) schemes, namely greater sensitivity and reduced bandwidth expansion. Most error correction schemes result in bandwidth reduction of the system. This work shows that the bit-error rate (BER) of the OPPM scheme can be further improved using a priority decoding method, without additional expansion in bandwidth. An experimental link incorporating visible light communication (VLC) system based on ‘cool’ 30 W LED was used. This study also addresses the difference of using cool and warm white LEDs for a VLC system. The experimental results show cool white LED achieves improved performance compared to previously studied warm white LED. The OPPM scheme, along with priority decoding, was implemented on FPGA, using VHDL. This study compares the BER results between original and improved OPPM, showing significant improvement in BER of priority decoding OPPM. The analysis has also been made on how the priority decoding operates and limitations of the system.
偏置脉冲位置调制(OPPM)信号调制方案与其他现有脉冲位置调制(PPM)方案相比具有关键优势,即更高的灵敏度和更小的带宽扩展。大多数纠错方案都会导致系统带宽的减少。这项工作表明,OPPM方案的误码率(BER)可以使用优先解码方法进一步提高,而不需要额外的带宽扩展。实验环节采用了基于“cool”30 W LED的可见光通信(VLC)系统。本研究还讨论了在VLC系统中使用冷白光和暖白光led的差异。实验结果表明,冷白光LED的性能比以往研究的暖白光LED有所提高。OPPM方案以及优先解码在FPGA上使用VHDL实现。本研究比较了原始和改进后的OPPM的误码率结果,发现优先解码OPPM的误码率有显著提高。分析了优先解码的工作原理和系统的局限性。
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引用次数: 0
UAV Location Optimization for UAV-to-Vehicle Multiple Access Channel with Visible Light Communication 基于可见光通信的无人机对车多址信道定位优化
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734156
A. Amantayeva, Moldir Yerzhanova, Refik Caglar Kizilirmak
Small-scale unmanned aerial vehicles (UAVs) are considered to support vehicular networks in the form of air-to-ground communication. In this paper, we consider a VLC based air-to-ground communication channel where the small-scale UAV provides multiple access to a cluster of cars. The simulation results reveal that the UAV position influences the capacity of each car with the cars that are closer to the UAV achieving higher capacity. Furthermore, the optimum location of the UAV is found to be the location closer to the car with high data rate demand. Another result of the paper is that larger number of cars in the system leads to smaller improvement in the sum capacity compared to non-optimized UAV position scenario.
小型无人机(uav)被认为以空对地通信的形式支持车载网络。在本文中,我们考虑了一种基于VLC的空对地通信信道,其中小型无人机提供对汽车集群的多重访问。仿真结果表明,无人机的位置影响着每辆车的通行能力,离无人机越近的车通行能力越高。进一步,发现无人机的最佳位置是离车辆较近且数据速率要求较高的位置。本文的另一个结果是,与未优化的无人机位置场景相比,系统中车辆数量较多导致总容量的提高较小。
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引用次数: 17
Millimeter Wave Wireless Link for On-board Chip to Chip Communication 毫米波无线链路板载芯片到芯片通信
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734216
T. Jang, Seongbae Jun, Seung Hun Kim, H. Son, D. Kang, Hyuncheol Park, C. Park
In this work, a 120 GHz wireless link for on-board chip-to-chip communication is presented for the case of a 20 mm transmission distance. A Y-shaped antenna is used for wideband, on-board connection, and a PA-antenna-LNA link is measured to evaluate the performance of the channel. The proposed link shows a 3.2 dB peak gain and a 14 GHz, 4 dB gain bandwidth. The 50 Gbps data transmission simulation in the 16-QAM modulation format is carried out. Although the nonideal characteristics of the wireless link cause interference among symbols, the interference can be suppressed by the use of a linear equalizer. Further work on the transmission between transmitter and receiver will be performed.
在这项工作中,提出了一种用于板上芯片对芯片通信的120 GHz无线链路,用于20mm传输距离的情况。y形天线用于宽带板载连接,并测量pa -天线- lna链路以评估信道性能。所提出的链路具有3.2 dB的峰值增益和14ghz的4db增益带宽。对16-QAM调制格式下的50gbps数据传输进行了仿真。虽然无线链路的非理想特性会导致符号之间的干扰,但这种干扰可以通过使用线性均衡器来抑制。发射机和接收机之间的传输将进行进一步的工作。
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引用次数: 0
Increased flexibility in long-range IoT deployments with transparent and light-weight 2-hop LoRa approach 通过透明和轻量级的2跳LoRa方法,提高了远程物联网部署的灵活性
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734228
M. Diop, C. Pham
LoRa is a recent low-power and long-range sub-GHz radio technology where devices can communicate in 1-hop to a gateway several kilometers away. Long-range radios typically remove the complexity of maintaining a multi-hop network with intermediate nodes for relaying information. Nonetheless, even with the increased range, 1-hop connectivity can be difficult to achieve in real-world deployment scenario, especially for remote and rural areas where density of gateways is low and where devices/gateway are usually deployed for a specific application. This article describes a 2-hop LoRa approach to seamlessly extend a deployed LoRa network in order to reduce both packet losses and transmission cost. We introduce a smart and battery-operated relay-device that can be added after a deployment campaign to transparently provide an extra hop between the remote devices and the gateway. Field tests are conducted to assess network reliability by dynamic insertion of a relay-device between the remote end-devices and the gateway, without advertising its presence. Energy consumption is also discussed.
LoRa是一种最新的低功耗和远程sub-GHz无线电技术,设备可以以1跳的方式与几公里外的网关通信。远程无线电通常消除了维护带有中间节点的多跳网络的复杂性。尽管如此,即使增加了范围,在实际部署场景中也很难实现1跳连接,特别是对于网关密度低且通常为特定应用程序部署设备/网关的偏远和农村地区。本文描述了一种2跳LoRa方法,可以无缝地扩展已部署的LoRa网络,从而减少数据包丢失和传输成本。我们引入了一个智能和电池供电的中继设备,它可以在部署活动之后添加,以透明地在远程设备和网关之间提供额外的跳。现场测试通过在远程终端设备和网关之间动态插入中继设备来评估网络可靠性,而不通知其存在。对能源消耗也进行了讨论。
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引用次数: 21
期刊
2019 Wireless Days (WD)
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