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2019 IEEE 89th Vehicular Technology Conference (VTC2019-Spring)最新文献

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Light-Weight Security for Advanced Metering Infrastructure 高级计量基础设施的轻量级安全性
Pub Date : 2019-04-01 DOI: 10.1109/VTCSpring.2019.8746620
Mohsin Kamal, M. Tariq
Smart meters (SMs) in Advanced Metering Infrastructure (AMI) are physically accessible due to which the protection against eavesdropping of AMI and energy theft control have gained utmost importance. A light-weight security solution is the requirement for AMI networks because of the small size and less computational capabilities of SMs. To address this problem, a light-weight security solution is proposed in this paper to detect any adversarial node in between two SMs. Through the proposed algorithms, adversarial node can be detected in AMI. Received Signal Strength Indicator (RSSI) is used to generate link fingerprints after every 60 seconds, which are sent to the Data Concentrator Unit (DCU). The DCU applies these algorithms on the received link fingerprints in order to detect any unwanted activity. MICAz motes are used as communication module of SM and adversary to generate RSSI values. These RSSI values are simulated in MATLAB in which it detects adversarial node or meter tempering with 100% accuracy by getting values other than 0 and 1 as the average of consecutive RSSI and distance between the RSSI of connected SMs.
高级计量基础设施(AMI)中的智能电表(SMs)具有物理可访问性,因此防止AMI窃听和能源盗窃控制变得至关重要。轻量级的安全解决方案是AMI网络的需求,因为SMs的尺寸小,计算能力低。为了解决这个问题,本文提出了一个轻量级的安全解决方案来检测两个SMs之间的任何对抗节点。通过本文提出的算法,可以检测到AMI中的对抗节点。RSSI (Received Signal Strength Indicator)是指每隔60秒生成一次链路指纹,发送给DCU (Data Concentrator Unit)。DCU在接收到的链路指纹上应用这些算法,以便检测任何不需要的活动。利用MICAz粒子作为SM和对手的通信模块,生成RSSI值。这些RSSI值在MATLAB中进行仿真,通过获取除0和1以外的值作为连续RSSI的平均值和连接SMs的RSSI之间的距离,以100%的准确率检测对抗性节点或仪表回弹。
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引用次数: 4
Non-Uniform Beam Design for Multi-User mmWave Systems 多用户毫米波系统的非均匀波束设计
Pub Date : 2019-04-01 DOI: 10.1109/VTCSpring.2019.8746611
Fuliang Liu, Wendong Liu, Zhaocheng Wang
For multi-user millimeter wave (mmWave) communications, different users can be served using various timefrequency resources through their corresponding preferred beams which can provide the highest beamforming gain among all candidate beams. However, when the non-uniform distribution of users is considered, beams selected by fewer users can provide more time-frequency resources to each user than the beams serving more users, which indicates that the conventional uniform beam pattern may lead to unfair resource allocation and hence the loss of system spectral efficiency. In this paper, a novel non-uniform beam design is proposed, wherein a two-level codebook which supports both wide and sharp beams is adopted for data transmission. Specifically, two neighboring sharp beams selected by fewer users can be merged into one wide beam which can cover the same angular space. Thus, the saved resources can be assigned to other sharp beams selected by relatively more users. Theoretical analysis and numerical simulations demonstrate the superiority of our proposal on fairness of resource allocation as well as the spectral efficiency compared with its conventional counterpart.
对于多用户毫米波(mmWave)通信,不同的用户可以通过其相应的首选波束使用不同的时频资源来服务,这些波束可以在所有候选波束中提供最高的波束形成增益。然而,当考虑到用户的非均匀分布时,较少用户选择的波束比服务较多用户的波束能为每个用户提供更多的时频资源,这表明传统的均匀波束模式可能导致资源分配不公平,从而导致系统频谱效率的损失。本文提出了一种新颖的非均匀波束设计,采用支持宽波束和锐波束的两级码本进行数据传输。具体来说,由较少的用户选择的两个相邻的尖锐波束可以合并成一个可以覆盖相同角度空间的宽波束。这样,节省下来的资源就可以分配给更多用户选择的其他锐梁。理论分析和数值模拟表明,该方法在资源分配公平性和频谱效率方面优于传统方法。
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引用次数: 0
A Comparative Study on Fractional Order Models for Voltage Simulation of Lithium Ion Batteries 锂离子电池电压仿真分数阶模型的比较研究
Pub Date : 2019-04-01 DOI: 10.1109/VTCSpring.2019.8746351
R. Xiong, Jinpeng Tian
Lithium ion battery models play an important role in the battery management system of electric vehicles. Recently, fractional order modelling has drawn more attention due to the high accuracy and adjustable computational burden. Plenty of fractional order battery models have been proposed for voltage simulation and state estimation. Although they have been proved to be more accurate than traditional equivalent circuit models, there is no study comparing existing fractional order models. In this work, fractional order models used for voltage simulation and state estimation in literature have been summarized and compared. They are identified under different temperatures and ageing statuses, and the parameterized models are then validated using different profiles. The computational burden is also analyzed to find the best fractional order model. The results show that not the most complex fractional order models originating from impedance spectra fitting is not applicable for time domain simulation, and the difference between impedance spectra fitting and time domain simulation can’t be ignored.
锂离子电池模型在电动汽车电池管理系统中占有重要地位。近年来,分数阶建模以其精度高、计算量可调等优点受到越来越多的关注。许多分数阶电池模型已被提出用于电压仿真和状态估计。虽然它们已被证明比传统的等效电路模型更精确,但没有对现有分数阶模型进行比较的研究。本文对文献中用于电压仿真和状态估计的分数阶模型进行了总结和比较。在不同的温度和老化状态下对它们进行了识别,然后使用不同的剖面对参数化模型进行了验证。为了找到最佳的分数阶模型,还分析了计算量。结果表明,由阻抗谱拟合产生的非最复杂分数阶模型不适用于时域仿真,阻抗谱拟合与时域仿真之间的差异不可忽视。
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引用次数: 5
Scotto: Real-Time Driver Behavior Scoring Using In-Vehicle Data Scotto:使用车载数据的实时驾驶员行为评分
Pub Date : 2019-04-01 DOI: 10.1109/VTCSpring.2019.8746461
Gorkem Kar, Batuhan Asiroglu, Fatih Sinan Bir
This paper explores the minimal data-set to be collected from vehicles, to efficiently score drivers, using common vehicle sensors. This can lead to important results for insurance companies, advertisements and personalization. Existing work relies on several sensor information that are collected over a drive including acceleration/deceleration patterns or average trip duration. Vehicular companies make vehicular sensor information available to many external services. To explore how to score driving behaviors from such a data, we consider a system that interfaces to vehicle bus and executes supervised learning methods on this data. To facilitate this analysis, we collect in vehicle data from 20 drivers on a test route and have less than %10 error in our scoring algorithm.
本文探讨了从车辆收集的最小数据集,以便使用常见的车辆传感器有效地对驾驶员进行评分。这可以为保险公司、广告和个性化带来重要的结果。现有的工作依赖于在驾驶过程中收集的几个传感器信息,包括加速/减速模式或平均行程持续时间。汽车公司将汽车传感器信息提供给许多外部服务。为了探索如何从这样的数据中对驾驶行为进行评分,我们考虑了一个与车辆总线接口并对该数据执行监督学习方法的系统。为了便于分析,我们从一条测试路线上的20名司机那里收集了车辆数据,我们的评分算法的误差小于%10。
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引用次数: 5
TOA Estimation Scheme Based on CNN for B-IFDM-Based Preambles 基于CNN的b - ifdm开头TOA估计方案
Pub Date : 2019-04-01 DOI: 10.1109/VTCSpring.2019.8746435
Zhe Luo, Tao Tao, Jianguo Liu
To satisfy the requirement of power spectral density and occupied bandwidth, uplink transmission is based on block interleaved frequency division multiplexing (B-IFDM) structure on unlicensed spectrum. However, the accuracy of time of arrival (TOA) estimation is damaged due to false peaks of autocorrelation for the reference signal of B-IFDM structure, when the existing TOA estimation scheme is used. In this paper, we propose a new TOA estimation scheme based on convolutional neural network (CNN). The proposed scheme overcomes the negative effect of false peaks and greatly outperforms the existing scheme.
为了满足功率谱密度和占用带宽的要求,上行链路传输采用无许可频谱上的块交错频分复用(B-IFDM)结构。然而,当采用现有的B-IFDM结构参考信号的到达时间估计方案时,由于自相关出现假峰,影响了到达时间估计的准确性。本文提出了一种基于卷积神经网络(CNN)的TOA估计方案。该方案克服了假峰的负面影响,大大优于现有方案。
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引用次数: 1
Evaluation Platform of Platoon Control Algorithms in Complex Communication Scenarios 复杂通信场景下的排控算法评估平台
Pub Date : 2019-04-01 DOI: 10.1109/VTCSpring.2019.8746477
Sijie Zhu, Dip Goswami, Hong Li
Cooperative Adaptive Cruise Control (CACC) extends the Adaptive Cruise Control technology with additional information exchange between vehicles over vehicle-to-everything (V2X) communications in an ad-hoc network at 5.9 GHz band (ITS-G5) in Europe. Using beyond line-of-sight information provided by V2X, the platoon control algorithms realize a shorter safe inter-vehicle distance. Nevertheless, the platoon performance (e.g., the allowable inter-vehicle distance) may be impacted by the imperfectness of wireless communications. Specifically, in congested traffic scenarios, a Decentralized Congestion Control method that regulates message rate based on congestion level (Transmit Rate Control (TRC)), may significantly reduce the platoon performance. In this work, we propose an evaluation platform for platoon control algorithms based on industrial V2X nodes operating in the ITS-G5 channels. The real car is simulated by a longitudinal vehicle dynamic model. The model-in-the-loop test results demonstrate that the performance of CACC goes down significantly when the message rate is restricted and reduced by TRC. Our evaluation results further conclude that the effect of such complex communication scenarios imposed by the existing standards should be explicitly modelled in the future platoon control algorithms.
协作式自适应巡航控制(CACC)扩展了自适应巡航控制技术,在欧洲5.9 GHz频段(ITS-G5)的自组织网络中,通过车辆对一切(V2X)通信进行车辆之间的额外信息交换。利用V2X提供的超视距信息,排控算法实现了更短的安全车际距离。然而,无线通信的不完善可能会影响排的性能(例如,允许的车际距离)。具体来说,在拥挤的交通场景中,基于拥塞水平(传输速率控制(TRC))来调节消息速率的分散式拥塞控制方法可能会显著降低队列性能。在这项工作中,我们提出了一个基于ITS-G5通道中运行的工业V2X节点的排控制算法评估平台。采用纵向车辆动力学模型对实车进行仿真。模型在环测试结果表明,当消息速率受到TRC的限制和降低时,CACC的性能明显下降。我们的评估结果进一步得出结论,现有标准施加的这种复杂通信场景的影响应该在未来的排控制算法中明确建模。
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引用次数: 2
More Capacity and Less Power: How 5G NR Can Reduce Network Energy Consumption 更大容量、更低功耗:5G NR如何降低网络能耗
Pub Date : 2019-04-01 DOI: 10.1109/VTCSpring.2019.8746600
P. Frenger, Richard Tano
In this paper we compare the energy consumption of the 3GPP standards 5G New Radio (NR) and Long-Term Evolution (LTE). We show that the energy consumption in an idle network (without user plane traffic) can be up to 9 times lower for an NR stand-alone network compared to an LTE network. The network energy consumption in low or no traffic scenarios is a significant part of the operator OPEX in low traffic areas [1], such as in extreme rural scenarios, and here NR has a clear advantage compared to LTE. To evaluate the energy performance advantage of NR when we have very high traffic, such as in Super-Dense Urban and Urban scenarios, we perform system evaluations. We show that if we increase capacity in an existing LTE network with additional NR micro cells compared to using additional LTE cells, the reduction in network energy consumption is close to 50 percent. If we also upgrade the LTE cells in the macro coverage layer to NR a total energy reduction of up to 70 percent is achievable.
在本文中,我们比较了3GPP标准5G新无线电(NR)和长期演进(LTE)的能耗。我们表明,与LTE网络相比,NR独立网络在空闲网络(没有用户平面流量)中的能耗可以降低9倍。低流量或无流量场景下的网络能耗是低流量区域运营商OPEX的重要组成部分[1],例如极端农村场景,在此NR相对于LTE具有明显的优势。为了在交通流量非常大的情况下评估NR的能源性能优势,例如在超密集城市和城市场景中,我们进行了系统评估。研究表明,与使用额外的LTE基站相比,如果我们在现有的LTE网络中使用额外的NR微基站来增加容量,网络能耗将降低近50%。如果我们也将宏观覆盖层中的LTE蜂窝升级为NR,则可以实现高达70%的总能耗降低。
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引用次数: 23
Combating Transmit Antenna and Channel Correlations in Spatial Modulation Using Signature Constellations 利用特征星座对抗空间调制中发射天线和信道的相关性
Pub Date : 2019-04-01 DOI: 10.1109/VTCSpring.2019.8746529
Mustafa F. Ozkoc, M. Koca, H. Sari
Spatial modulation (SM) has a strong sensitivity to transmit antenna and channel correlations, because some of the information bits are assigned to active antenna selection, and the correlation limits the detection reliability of these bits. Recent approaches for the solution of this problem rely on either unequal error protection (UEP) of antenna and symbol bits with the addition of a channel encoder/decoder pair to the transceiver or precoding in the form of antenna-dependent rotation (or joint rotation and amplitude scaling) of the signal constellation. The UEP approaches have been shown to offer only limited efficiency in compensating for the adverse channel effects while increasing the latency and complexity due to the addition of the encoder/decoder. The precoding based approaches achieve good results for BPSK and QPSK signals, but the performance quickly degrades for higher-level QAM signal constellations. Also, the complexity of the precoder optimization problem increases with the number of transmit antennas and the modulation order, making this approach not very practical to use for large spectral efficiencies. This paper introduces a novel approach to this problem whose performance is independent of the modulation order. The key idea is to use signature constellations for different transmit antennas with an inter-constellation minimum Euclidean distance that is independent of the modulation order. The theoretical analysis and the simulation results show that compared to previous methods the new approach gives significant performance improvements in terms of robustness to transmit antenna correlation, particularly for Rician fading channels.
空间调制(SM)对发射天线和信道的相关性具有很强的敏感性,因为一些信息位被分配给主动天线选择,而相关性限制了这些位的检测可靠性。最近解决该问题的方法依赖于天线和符号位的不等错误保护(UEP),并在收发器中添加信道编码器/解码器对,或者以信号星座的天线相关旋转(或联合旋转和幅度缩放)的形式进行预编码。UEP方法已被证明只能提供有限的效率来补偿不利的信道影响,同时由于增加编码器/解码器而增加延迟和复杂性。基于预编码的方法在BPSK和QPSK信号中取得了良好的效果,但在更高级别的QAM信号群中性能迅速下降。此外,预编码器优化问题的复杂性随着发射天线的数量和调制顺序的增加而增加,使得这种方法在高频谱效率的情况下不太实用。本文提出了一种性能与调制顺序无关的新方法。关键思想是对不同的发射天线使用特征星座,星座间的最小欧氏距离与调制顺序无关。理论分析和仿真结果表明,与以往的方法相比,新方法对发射天线相关的鲁棒性有了显著提高,特别是在时域衰落信道下。
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引用次数: 3
A Power Efficient Fully Digital Beamforming Architecture for mmWave Communications 毫米波通信的高效全数字波束形成架构
Pub Date : 2019-04-01 DOI: 10.1109/VTCSpring.2019.8746304
Oner Orhan, Hosein Nikopour, Junyoung Nam, Navid Naderializadeh, S. Talwar
A typical wireless transceiver includes a radio frequency integrated circuit (RFIC) and a baseband modem (BBIC) which are connected through an input/output (I/O) interface. The wide-bandwidth and high-rate millimeter wave (mmWave) systems put a heavy burden on the power dissipation of the I/O interface of a transceiver. In this paper, a novel low power fully digital architecture with blind beam tracking and spatial compression (FDA-BTSC) is introduced to reduce the rate and power dissipation of the I/O interface. Spatial compression of the received signal is feasible due to the sparsity of mmWave channels. An efficient spatial compression is realized through codebook-based beamforming and fast blind beam tracking. Provided analysis and evaluations show that the proposed architecture is potentially as power efficient as existing analog and hybrid mmWave architectures. In addition, FDA- BTSC significantly drops the baseband processing complexity and power consumption level to the same order as hybrid beamforming, while it maintains the advantages of the fully digital beamforming in terms of low latency of the beam management and high efficiency of the digital beamforming.
典型的无线收发器包括射频集成电路(RFIC)和基带调制解调器(BBIC),它们通过输入/输出(I/O)接口连接。宽频宽、高速率的毫米波系统给收发器的I/O接口带来了很大的功耗负担。为了降低I/O接口的速率和功耗,本文提出了一种新型的低功耗全数字盲波束跟踪和空间压缩架构(FDA-BTSC)。由于毫米波信道的稀疏性,对接收信号进行空间压缩是可行的。通过基于码本的波束形成和快速盲波束跟踪实现了有效的空间压缩。所提供的分析和评估表明,所提出的架构可能与现有的模拟和混合毫米波架构一样节能。此外,FDA- BTSC在保持全数字波束形成的波束管理低延迟和数字波束形成效率高的优势的同时,将基带处理复杂度和功耗水平显著降低到与混合波束形成相同的量级。
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引用次数: 1
Safeguarding Non-Best User Association Aided 5G K-Tier HetNets Using Physical Layer Security 利用物理层安全保护非最佳用户关联辅助的5G K-Tier HetNets
Pub Date : 2019-04-01 DOI: 10.1109/VTCSpring.2019.8746511
Meng Zhou, Mangang Xie, Yao Zhang, Xiangdong Jia, Longxiang Yang
This paper explores the potential of physical layer security for K- tier heterogeneous networks (HetNets) with nonbest user association (UA) scheme. By modeling the spatial positions of network elements in each tier as homogeneous Poisson point processes (PPPs), we first present the non-best UA probability of a typical user equipment associating with the m-th average biased received power (ABRP) with passive eavesdroppers, then the expression of total secrecy probability for the K-tier HetNets is derived with stochastic geometry. Both the analytical and numerical results show that the implementation of the non-best UA scheme can significantly improve the secrecy probability, which indicates that non-best UA could be a promising solution for safeguarding K-tier HetNets. Moreover, we show that the secrecy probability with non-best UA scheme is not always decreasing over the transmission power of the base stations, which is quite different from the best ones.
本文探讨了采用非最佳用户关联(UA)方案的K层异构网络(HetNets)物理层安全的潜力。通过将每层网络单元的空间位置建模为均匀泊松点过程(PPPs),首先给出了典型用户设备与被动窃听者的第m平均偏置接收功率(ABRP)相关的非最佳UA概率,然后利用随机几何推导了k层HetNets的总保密概率表达式。分析结果和数值结果表明,非最佳UA方案的实施可以显著提高保密概率,这表明非最佳UA方案是一种很有前途的k层HetNets保护方案。此外,我们还证明了非最佳UA方案的保密概率并不总是随着基站的发射功率而减小,这与最佳UA方案有很大的不同。
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引用次数: 3
期刊
2019 IEEE 89th Vehicular Technology Conference (VTC2019-Spring)
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