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2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)最新文献

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An Efficient Message Passing Algorithm for Active User Detection and Channel Estimation in NOMA 一种有效的消息传递算法用于NOMA中主动用户检测和信道估计
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891539
Weijia Dai, Haichao Wei, Jiaxi Zhou, Wuyang Zhou
In 5G wireless communication network, massive machine type communication (mMTC) is an emerging research topic. For mMTC, non-orthogonal multiple access (NOMA) has been proposed to support its large-scale connectivity. Due to the sparsity of mMTC, compressed sensing based algorithms can be used to identify the active users and recover the sparse channel state information (CSI) vector. In this paper, we propose a Bayesian message passing algorithm based on expectation propagation (EP) for joint active user detection (AUD) and channel estimation (CE) in NOMA. The proposed method approximates the complicated target distribution with a Gaussian distribution to achieve linear complexity. Simulations demonstrate that the EP-based algorithm achieves better performance in joint AUD and CE than the exiting algorithms, especially in the low SNR regime.
在5G无线通信网络中,海量机器类型通信(mMTC)是一个新兴的研究课题。对于mMTC,为了支持其大规模连接,提出了非正交多址(NOMA)技术。由于mMTC的稀疏性,基于压缩感知的算法可以用来识别活跃用户并恢复稀疏信道状态信息(CSI)向量。本文提出了一种基于期望传播(EP)的贝叶斯消息传递算法,用于联合主动用户检测(AUD)和信道估计(CE)。该方法将复杂目标的分布近似为高斯分布,达到线性复杂度。仿真结果表明,基于ep的算法在联合AUD和CE下的性能优于现有算法,特别是在低信噪比条件下。
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引用次数: 4
Temperature Distribution on Lithium-Ion Polymer Battery Cell: Experiment and Modeling 锂离子聚合物电池电芯温度分布:实验与建模
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8890974
Yiqun Liu, Y. G. Liao, Ming-Chia Lai
The performance of the lithium-ion battery is highly dependent on the operating temperature. In order to keep the operating temperature within the optimal range, a thermal management system (TMS) is used to cool down or warm up the battery. Understanding the heat generation characteristics and temperature distribution of the lithium-ion batteries is essential to design an effective TMS. In this paper, the surface temperature distribution over a 20Ah lithium-ion polymer battery cell is measured under different charging and discharging conditions. A cell thermal model is then built using the ANSYS Fluent. The simulation results are correlated and validated well with the experimental data. The validated cell thermal model provides a design guideline to thermal management system in the level of battery module and pack.
锂离子电池的性能高度依赖于工作温度。为了使电池的工作温度保持在最佳范围内,使用了热管理系统(TMS)来冷却或加热电池。了解锂离子电池的产热特性和温度分布对于设计有效的TMS至关重要。本文测量了20Ah锂离子聚合物电池在不同充放电条件下的表面温度分布。然后利用ANSYS Fluent建立细胞热模型。仿真结果与实验数据吻合较好。验证的电池热模型为电池模块和电池组层面的热管理系统设计提供了指导。
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引用次数: 3
Performance of a Cooperative Network with Energy Harvesting Source and Relay 具有能量收集源和中继的协同网络性能
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891150
Dileep Bapatla, S. Prakriya
In this paper, we analyze the performance of a two-hop cooperative communication network in which both source and the relay are energy buffer-aided energy harvesting nodes. We consider fixed-rate signalling at both the nodes. The source and relay are assumed to harvest energy from ambient sources and store it in energy buffers. In this paper we use discrete-time continuous-state space Markov chain to model the energy stored in the buffers. We consider two different energy management policies at the source - best-effort policy (BEP) and on-off policy (OOP) while only OOP is considered at the relay. Using these policies, two different cooperative transmission schemes are pre- sented. We also compare performance with direct transmission schemes. Simulation results are presented to validate the derived analytical expressions and bring out useful insights.
本文分析了一种两跳协作通信网络的性能,其中源和中继都是能量缓冲辅助能量收集节点。我们考虑两个节点的固定速率信号。假定源和继电器从环境源收集能量并将其存储在能量缓冲器中。本文采用离散时间连续状态空间马尔可夫链对存储在缓冲器中的能量进行建模。我们在源端考虑了两种不同的能量管理策略——最佳努力策略(best-effort policy, BEP)和开关策略(on-off policy, OOP),而在中继端只考虑OOP。利用这些策略,提出了两种不同的协同传输方案。我们还比较了直接传输方案的性能。仿真结果验证了推导出的解析表达式,并给出了一些有用的见解。
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引用次数: 3
Ai-Enhanced Incentive Design for Crowdsourcing in Internet of Vehicles 车联网众包的ai增强激励设计
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891430
Yanlin Yue, Wen Sun, Jiajia Liu, Yuanhe Jiang
Crowdsourcing, as an essential part in Internet of Vehicles (IoV), can provide vehicles with various functions such as road condition monitoring and path planning. The prevalence and heterogeneity of crowdsourcing devices, although enabling various emerging applications in IoV, makes it challenging to yield intelligent and flexible incentive and management framework, while ensuring optimal choice for all entities. Note that artificial intelligence (AI) algorithms could automatically select the significant features in the underlying data and globally find optimal solutions even for non-convex object functions. In this paper, we propose an AI-driven incentive scheme using a deep learning based reverse auction scheme, in order to achieve revenue-optimal, dominant-strategy incentive compatible objectives. The effectiveness of the proposed framework has been verified through extensive simulations.
众包作为车联网的重要组成部分,可以为车辆提供路况监测、路径规划等多种功能。众包设备的普遍性和异质性,虽然在车联网中实现了各种新兴应用,但在确保所有实体的最佳选择的同时,产生智能和灵活的激励和管理框架是一项挑战。请注意,人工智能(AI)算法可以自动选择底层数据中的重要特征,并在全局范围内找到最优解,即使是非凸对象函数。在本文中,我们提出了一个人工智能驱动的激励方案,使用基于深度学习的反向拍卖方案,以实现收入最优,优势策略激励相容的目标。通过大量的仿真验证了所提出框架的有效性。
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引用次数: 3
NOMA-Based Optimal Multiplexing Method for Downlink Service Channels to Maximize Integrated System Throughput 基于noma的下行业务信道最优复用方法以最大化综合系统吞吐量
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891132
Teruaki Shikuma, Y. Yuda, K. Higuchi
We propose a novel non-orthogonal multiple access (NOMA)-based optimal multiplexing method for multiple downlink service channels to maximize the integrated system throughput. In the fifth generation (5G) mobile communication system, the support of various wireless communication services such as massive machine-type communications (mMTC), ultra-reliable low latency communications (URLLC), and enhanced mobile broadband (eMBB) is expected. These services will serve different numbers of terminals and have different requirements regarding the spectrum efficiency and fairness among terminals. Furthermore, different operators may have different policies regarding the overall spectrum efficiency and fairness among services. Therefore, efficient radio resource allocation is essential during the multiplexing of multiple downlink service channels considering these requirements. The proposed method achieves better system performance than the conventional orthogonal multiple access (OMA)-based multiplexing method thanks to the wider transmission bandwidth per terminal and inter-terminal interference cancellation using the successive interference canceller (SIC). Computer simulation results reveal that the effectiveness of the proposed method is especially significant when the system prioritizes the fairness among terminals (including fairness among services).
提出了一种新的基于非正交多址(NOMA)的多下行业务信道最优复用方法,以最大限度地提高集成系统吞吐量。在第五代(5G)移动通信系统中,预计将支持大规模机器类型通信(mMTC)、超可靠低延迟通信(URLLC)、增强型移动宽带(eMBB)等多种无线通信业务。这些业务将服务于不同数量的终端,并且对终端之间的频谱效率和公平性有不同的要求。此外,不同的运营商对整体频谱效率和业务之间的公平性可能有不同的政策。因此,考虑到这些需求,在多个下行业务信道的复用过程中,有效的无线电资源分配至关重要。该方法具有较宽的终端传输带宽和采用逐次干扰消除器(SIC)消除终端间干扰的特点,比传统的基于正交多址(OMA)的多路复用方法具有更好的系统性能。计算机仿真结果表明,当系统优先考虑终端间公平性(包括服务间公平性)时,该方法的有效性尤为显著。
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引用次数: 3
Reliable Mobile-Proximity Interaction Mechanism Based on BLE Beacon-Initiated Notification 基于BLE信标发起通知的可靠移动-近距离交互机制
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891525
Sangwon Seo, K. Jeon, Soochang Park
This research explores reliability and timing issues of push notification from Bluetooth Low Energy (BLE) beacons in outdoor districts for smartphone-based interactive applications. First, beacon signals fully cover a targeted area. The second issue is that beacon infrastructure is designed for reliable performance against environmental properties. Finally, the experience quality of notification to smartphone or mobile devices takes high level even though users have mobility such as a driver in a car, a user riding a bicycle, a walking user, etc. For finding out base lines to achieve these features in interactive system design and practical deployment of smart applications based on smartphone-beacon interaction, we evaluate real performances of beacon running at outdoor places. We compare the novel notification model, named n-1 model, which merely copes with application variables with delivering content redundancy, to the typical 1-1 alignment mean of one notification with single content. The proposed model shows average 70 % improvement against those impediments.
本研究探讨了基于智能手机交互应用的户外区域蓝牙低功耗(BLE)信标推送通知的可靠性和定时问题。首先,信标信号完全覆盖目标区域。第二个问题是信标基础设施的设计是针对环境属性的可靠性能。最后,智能手机或移动设备的通知体验质量要求很高,即使用户具有移动性,例如驾驶汽车的用户,骑自行车的用户,步行的用户等。为了在基于智能手机-信标交互的交互系统设计和智能应用的实际部署中找到实现这些功能的基线,我们对信标在户外场所运行的真实性能进行了评估。我们将新的通知模型(称为n-1模型)与一个通知具有单个内容的典型1-1对齐平均值进行比较,n-1模型仅处理具有提供内容冗余的应用程序变量。所提出的模型在克服这些障碍时平均提高了70%。
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引用次数: 0
An Efficient Multicast Scheme for Live Streaming Services in SC-PTM SC-PTM中一种高效的直播服务组播方案
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891159
Tsern-Huei Lee, Wei-Chieh Liu, A. Hsu
Live streaming applications over wireless mobile networks have increased dramatically in recent years. In most current systems, the media center is capable of providing multiple streams of different qualities and each individual viewer selects its own stream based on channel condition and/or other considerations. This may result in inefficient use of radio resource. In this paper, we propose to let evolved node B, which has the channel conditions of all viewers, decide which streams should be delivered so that the total throughput is maximized, subject to the constraints that every viewer can successfully decode at least one stream and the radio resource consumed is under a pre-determined threshold. For a system that has many possible modulation and coding schemes, it requires huge computational complexity to obtain the optimum solution. We present a greedy algorithm which tends to find a solution that allows more viewers to decode higher quality streams. Simulation results show that the total throughputs achieved by the greedy algorithm for various scenarios are close to those of the optimum solutions.
近年来,无线移动网络上的直播应用急剧增加。在大多数当前的系统中,媒体中心能够提供不同质量的多个流,每个观众根据信道条件和/或其他考虑因素选择自己的流。这可能导致无线电资源的低效利用。在本文中,我们建议让进化节点B,它具有所有观察者的信道条件,决定应该发送哪些流,以使总吞吐量最大化,但要遵守每个观察者至少可以成功解码一个流并且消耗的无线电资源在预定阈值以下的约束。对于具有多种可能的调制和编码方案的系统,要获得最优解需要巨大的计算复杂度。我们提出了一个贪心算法,它倾向于找到一个解决方案,允许更多的观众解码更高质量的流。仿真结果表明,贪心算法在各种情况下的总吞吐量都接近于最优解。
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引用次数: 0
On the Potential of Uplink Beamforming in Vehicular Networks Based on Experimental Measurements 基于实验测量的车载网络上行波束形成潜力研究
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891271
T. Izydorczyk, Gilberto Berardinelli, Fernando M. L. Tavares, M. Bucur, P. Mogensen
This work evaluates the concept of uplink beamforming for vehicular communications in the sub-6 GHz frequency bands to improve throughput, latency and coverage of the vehicle to Base Station (BS) link. The data recorded in the experimental measurements using live cellular signals are used to study the performance of two direction acquisition methods: the Angle of Arrival (AoA) estimation and downlink-based beam sweep. Next, the feasibility of signal tracking techniques exploiting the location of the vehicle and the BS are investigated to alleviate the need for continuous direction acquisition. The results show that the downlink-based beam sweep leads to higher Signal to Interference and Noise Ratio (SINR) than beamforming based on the estimated AoA. Evaluated tracking techniques are shown to be capable of correctly estimating the beamforming angle for distances in order of hundreds of meters when BS's location is known to the vehicle.
这项工作评估了在sub- 6ghz频段用于车辆通信的上行波束形成概念,以提高车辆到基站(BS)链路的吞吐量、延迟和覆盖范围。利用蜂窝信号实验测量记录的数据,研究了两种方向采集方法的性能:到达角估计和基于下行链路的波束扫描。其次,研究了利用车辆和BS位置的信号跟踪技术的可行性,以减轻对连续方向采集的需求。结果表明,基于下行链路的波束扫描比基于估计AoA的波束形成具有更高的信噪比。经过评估的跟踪技术显示,当车辆知道BS的位置时,能够正确估计距离为数百米的波束形成角。
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引用次数: 1
Detectable Object-Sizes Range Estimation Based Multi-Task Cascaded Convolutional Neural Networks in the Vehicle Environment 车辆环境下基于多任务级联卷积神经网络的可检测目标尺寸范围估计
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8890976
W. Kim, Hyun-Kyun Choi, Minjung Shin
In many studies regarding driver monitoring system, they directly employed face detection algorithms for general-purpose in an unconstrained environment. These algorithms are generally not suitable for limited resources of vehicles. Unlike the general unconstrained environment, the range of detectable face sizes and locations can be estimated in the vehicle environment. In this paper, we propose the Detectable Object-sizes Range Estimation algorithm (DORE) to estimates the range of detectable face sizes through specific information in the vehicle environment. The DORE algorithm makes images, in which a face is likely to be detected in the in-vehicle environment, to be fed into a face detection algorithm, such as Multi-task cascaded Convolutional Neural Networks (MTCNN) which stably detect faces rather than others. Our experiment shows that DORE applied MTCNN not only had the same performance as MTCNN in terms of accuracy but also had relatively low processing time in the vehicle environment.
在许多关于驾驶员监控系统的研究中,他们直接采用了无约束环境下通用的人脸检测算法。这些算法一般不适合车辆资源有限的情况。与一般的无约束环境不同,在车辆环境中可以估计可检测的面部尺寸和位置的范围。在本文中,我们提出了可检测物体尺寸范围估计算法(DORE),通过车辆环境中的特定信息估计可检测的面部尺寸范围。DORE算法将车内环境中可能检测到人脸的图像输入人脸检测算法,如多任务级联卷积神经网络(MTCNN),该算法可以稳定地检测人脸,而不是其他人脸。我们的实验表明,在车辆环境下,DORE应用MTCNN不仅在准确率上与MTCNN具有相同的性能,而且处理时间相对较短。
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引用次数: 0
Reliable Base Proposal for Header Compression 报头压缩的可靠基础建议
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891332
Mate Tomoskozi, D. Lucani, F. Fitzek, P. Ekler
The upcoming wireless network generation has put a large emphasis on the fulfilment of high reliability constraints. Nonetheless, the trade- off between these and other network aspects, mainly delay and bandwidth, is a constant optimisational question and a tough challenge. The various employed protocols add certain encapsulation overheads, which albeit necessary, however could potentially be excessive, such as in the case of various IoT, and similar applications with small payloads. Header compression aims to reduce these headers, but a general problem still plagues the standards since their introduction to loss-prone wireless networks, which is the issue of lost context (re)initialisation packets that can make the compression upstart and the transmission of major changes unreliable, slow and costly. In this paper we propose a solution that circumvents some concerns of traditional header compression context initialisation by the employment of network coding, which we call the reliable base proposal technique. This provides a finely tunable method for balancing reliability and delay of decompression with bandwidth gain. Our results show that both compression gain and reliability can be increased over the previous standards.
即将到来的新一代无线网络非常强调对高可靠性的要求。然而,在这些和其他网络方面(主要是延迟和带宽)之间进行权衡是一个持续的优化问题,也是一个艰巨的挑战。所采用的各种协议增加了一定的封装开销,尽管这是必要的,但可能会过多,例如在各种物联网的情况下,以及具有小有效载荷的类似应用程序。报头压缩的目标是减少这些报头,但是一个普遍的问题仍然困扰着标准,因为他们引入了易丢失的无线网络,这是丢失上下文(重新)初始化数据包的问题,它可以使压缩启动和传输的主要变化不可靠,缓慢和昂贵。在本文中,我们提出了一种解决方案,通过使用网络编码来规避传统报头压缩上下文初始化的一些问题,我们称之为可靠基础提议技术。这提供了一个很好的可调方法来平衡可靠性和延迟的解压缩与带宽增益。我们的结果表明,与以前的标准相比,压缩增益和可靠性都有所提高。
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引用次数: 0
期刊
2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)
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