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2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall)最新文献

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Resource Allocation in Downlink Multicarrier NOMA under a Fairness Constraint 公平性约束下下行多载波NOMA中的资源分配
Pub Date : 2020-11-01 DOI: 10.1109/VTC2020-Fall49728.2020.9348565
Estela Carmona Cejudo, Huiling Zhu, Jiangzhou Wang
The problem of resource allocation in multicarrier non-orthogonal multiple access (NOMA) systems is non-deterministic polynomial time (NP)-hard and requires exhaustive search, which has prohibitive computational complexity. Computationally-efficient algorithms that provide a performance close to optimal are needed. In this paper, the problem of resource allocation is divided into two sub-problems, namely subcarrier assignment and power allocation. The optimal users’ channel condition relationship is derived in terms of effective system sum-rate, and a computationally-efficient ideal partner search algorithm (IPSA) is proposed. Further, optimal power allocation (OPA) is studied in terms of fairness, and an OPA coefficient is theoretically derived based on the channel condition ratio of two NOMA users. Numerical results show that IPSA with OPA outperforms IPSA with fractional transmit power allocation (FTPA), the strongest user-weakest user (SUWU) scheme and user grouping (UG) in terms of achievable system effective sum-rate, average user bit error rate (BER) and number of users with a poor BER. Further, the computational complexity of IPSA with OPA is much lower than that of exhaustive search.
多载波非正交多址(NOMA)系统中的资源分配问题是一个非确定性多项式时间(NP)难的问题,需要穷举搜索,计算复杂度极高。需要提供接近最优性能的计算效率高的算法。本文将资源分配问题分为两个子问题,即子载波分配和功率分配。从有效系统和速率的角度推导了最优用户信道条件关系,并提出了一种计算效率高的理想伙伴搜索算法。在此基础上,从公平性角度研究了最优功率分配(OPA),并从理论上推导了基于两个NOMA用户信道条件比的最优功率分配系数。数值结果表明,在可实现的系统有效和速率、平均用户误码率(BER)和低误码率用户数量方面,采用OPA的IPSA方案优于采用分数传输功率分配(FTPA)方案、最强用户-最弱用户(SUWU)方案和用户分组(UG)方案。此外,与穷举搜索相比,OPA下IPSA的计算复杂度大大降低。
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引用次数: 1
Incentive Mechanism Design for Federated Learning in the Internet of Vehicles 车联网中联邦学习的激励机制设计
Pub Date : 2020-11-01 DOI: 10.1109/VTC2020-Fall49728.2020.9348486
Wei Yang Bryan Lim, Zehui Xiong, D. Niyato, Jianqiang Huang, Xiansheng Hua, C. Miao
In the Internet of Vehicles (IoV) paradigm, a model owner is able to leverage on the enhanced capabilities of Intelligent Connected Vehicles (ICV) to develop promising Artificial Intelligence (AI) based applications, e.g., for traffic efficiency. However, in some cases, a model owner may have insufficient data samples to build an effective AI model. To this end, we propose a Federated Learning (FL) based privacy preserving approach to facilitate collaborative FL among multiple model owners in the IoV. Our system model enables collaborative model training without compromising data privacy given that only the model parameters instead of the raw data are exchanged within the federation. However, there are two main challenges of incentive mismatches between workers and model owners, as well as among model owners. For the former, we leverage on the self-revealing mechanism in contract theory under information asymmetry. For the latter, we use the coalitional game theory approach that rewards model owners based on their marginal contributions. The numerical results validate the performance efficiency of our proposed hierarchical incentive mechanism design.
在车联网(IoV)范例中,模型所有者能够利用智能网联汽车(ICV)的增强功能来开发有前途的基于人工智能(AI)的应用程序,例如提高交通效率。然而,在某些情况下,模型所有者可能没有足够的数据样本来构建有效的AI模型。为此,我们提出了一种基于联邦学习(FL)的隐私保护方法,以促进IoV中多个模型所有者之间的协作FL。我们的系统模型支持协作模型训练,而不会损害数据隐私,因为在联合中只交换模型参数而不是原始数据。然而,工人与模范业主之间以及模范业主之间的激励错配存在两个主要挑战。对于前者,我们利用了信息不对称条件下契约理论中的自我揭示机制。对于后者,我们使用联合博弈论方法,根据他们的边际贡献来奖励模型所有者。数值结果验证了本文提出的分层激励机制设计的绩效效率。
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引用次数: 5
Multi-user MIMO using ZF-based Multiplexing Coordinated with User-wise Spatial Diversity 基于zf的多路复用与用户空间分集协调的多用户MIMO
Pub Date : 2020-11-01 DOI: 10.1109/VTC2020-Fall49728.2020.9348800
F. Adachi, R. Takahashi
In this paper, a multi-user MIMO using zeroforcing (ZF)-based multiplexing coordinated with user-wise spatial diversity is proposed assuming time-division duplex (TDD). The downlink and uplink signal-to-noise ratios (SNRs) are analyzed for the given multi-user MIMO channel. It is shown that the downlink capacity is the same for all users while the uplink capacity is not necessarily the same. The closed-form expressions for the downlink and uplink SNRs conditioned on the 2-user virtual MIMO channel are derived. It is shown that the uplink sum capacity is higher than the downlink sum capacity. The downlink and uplink capacities are numerically evaluated by Monte Carlo simulation in a Rayleigh fading environment. It is shown that the link capacity can be improved by increasing the number of user antennas while keeping the ZF matrix size in the same level.
本文提出了一种基于零强迫(ZF)的多路复用与用户空间分集相协调的多用户MIMO,并假设时分双工(TDD)。分析了给定多用户MIMO信道的下行和上行信噪比。结果表明,所有用户的下行容量是相同的,而上行容量不一定相同。导出了以2用户虚拟MIMO信道为条件的下行和上行信噪比的封闭表达式。结果表明,上行和容量大于下行和容量。在瑞利衰落环境下,通过蒙特卡罗仿真对下行链路和上行链路的容量进行了数值计算。结果表明,在保持ZF矩阵大小不变的情况下,增加用户天线数量可以提高链路容量。
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引用次数: 0
Joint Time and Power Allocation for Cooperative NOMA based MEC System 基于协同NOMA的MEC系统联合时间与功率分配
Pub Date : 2020-11-01 DOI: 10.1109/VTC2020-Fall49728.2020.9348649
Yujie Wen, Xiaotian Zhou, Fang Fang, Haixia Zhang, D. Yuan
This paper deals with the joint time and power allocation problem in the cooperative Non-Orthogonal Division Multiple Access (NOMA) based Mobile Edge Computing (MEC) system. We consider a basic three-node MEC system consisting of a Far User (FU), a Near User (NU), and a Base Station (BS) equipped with the MEC server. In the proposed system, the tasks of the users are divided into two parts which are executed locally and at the edge server, respectively. Moreover, the NU would help offload the FU's task together with his own through NOMA transmission. The optimization problem of joint cooperation time slots assignment and power allocation at both NU and FU is formulated to minimize the total energy consumption of users. To efficiently solve it, an algorithm is proposed through employing Lagrange duality method. Simulation results demonstrate that the proposed algorithm can outperform the existing schemes and improve the energy efficiency of the system remarkably.
研究了基于协同非正交分多址(NOMA)的移动边缘计算(MEC)系统的联合时间和功率分配问题。我们考虑一个基本的三节点MEC系统,由远用户(FU)、近用户(NU)和配备MEC服务器的基站(BS)组成。在该系统中,用户的任务分为两部分,分别在本地和边缘服务器上执行。此外,通过NOMA传播,NU将帮助减轻FU的任务。以用户总能耗最小为目标,建立了NU和FU的联合合作时隙分配和功率分配优化问题。为了有效地求解该问题,提出了一种采用拉格朗日对偶方法的算法。仿真结果表明,该算法优于现有算法,显著提高了系统的能效。
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引用次数: 2
Constrained-SVD based Hybrid Beamforming Design for Millimeter-Wave Communications 基于约束svd的毫米波通信混合波束形成设计
Pub Date : 2020-11-01 DOI: 10.1109/VTC2020-Fall49728.2020.9348822
G. M. Zilli, Wei-Ping Zhu
We propose a joint hybrid precoder and combiner design for narrowband single-user massive MIMO systems. The analog precoder and combiner are computed by an iterative algorithm based on the constrained singular value decomposition (CSVD), which guarantees the constant modulus constraints of the phase-shifters in the analog beamforming are attained. The digital precoder is obtained from the SVD of the reduced-dimension effective channel, after taking into account the effect of the analog beamforming. Numerical simulation results show that the proposed HBF design outperforms several designs existing in the literature in terms of the achievable sum-rate, even when only imperfect channel state information (CSI) is available.
我们提出了一种用于窄带单用户大规模MIMO系统的联合混合预编码器和组合器设计。采用基于约束奇异值分解(CSVD)的迭代算法计算模拟预编码器和组合器,保证了模拟波束形成中移相器的恒模约束。在考虑模拟波束形成的影响后,利用有效信道的降维奇异值分解得到数字预编码器。数值模拟结果表明,即使只有不完全信道状态信息(CSI)可用,所提出的HBF设计在可实现的和速率方面也优于文献中现有的几种设计。
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引用次数: 6
Power Optimization in Two-way AF Relaying SWIPT based Cognitive Sensor Networks 基于双向自动对焦中继SWIPT认知传感器网络的功率优化
Pub Date : 2020-11-01 DOI: 10.1109/VTC2020-Fall49728.2020.9348749
Cheng Yang, Wei-dang Lu, Guoxing Huang, L. Qian, Bo Li, Yi Gong
Wireless sensor networks (WSNs) have the disadvantages of short lifetime due to the limited energy of the energy storage batteries of the sensor nodes and scarcity of spectrum resources as the number of sensor nodes increasing. Simultaneous wireless information and power transfer (SWIPT) can make WSNs solve the problem of short lifetime through sensor nodes harvest energy from radio-frequency (RF) signals. Cognitive radio(CR) can make WSNs solve the problem of the scarcity of spectrum resources through sensor nodes sense and access free licensed spectrum. This paper mainly investigates the performance of an underlay cognitive sensor network (CSN). The sensor nodes in the underlay CSN can communicate with each other through the help of energy harvesting (EH) relay sensor node (RSN) by using amplify-and-forward (AF) relaying protocol. To maximize the throughput of CSN, we propose a algorithm through optimizing the transmit power of sensor nodes. Simulation results show the algorithm is correct and has good performance.
由于传感器节点的储能电池能量有限,以及随着节点数量的增加频谱资源的稀缺,无线传感器网络存在寿命短的缺点。无线信息与功率同步传输(SWIPT)技术通过传感器节点从射频(RF)信号中获取能量,解决了无线传感器网络寿命短的问题。认知无线电(Cognitive radio, CR)通过传感器节点感知和获取免费许可频谱,使无线传感器网络解决频谱资源稀缺的问题。本文主要研究一种底层认知传感器网络(CSN)的性能。底层CSN中的传感器节点可以通过能量收集(EH)中继传感器节点(RSN)利用放大转发(AF)中继协议相互通信。为了使CSN的吞吐量最大化,我们提出了一种优化传感器节点发射功率的算法。仿真结果表明,该算法是正确的,具有良好的性能。
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引用次数: 4
Enabling Massive Access of IoT by Superposition Bloom Filter and Compressed Sensing 通过叠加布隆滤波器和压缩感知实现物联网的大规模访问
Pub Date : 2020-11-01 DOI: 10.1109/VTC2020-Fall49728.2020.9348843
Zhe Luo, Fan Wang, Mengying Ding, Yan Chen
The pilot design and the corresponding receiver algorithm are the key issue to support massive access via grant-free uplink transmission. In this paper, we propose a Superposition Bloom Filter (SBF) pilot design, where an SBF pilot is composed of several sequences. A SBF pilot can be distinguished from another one by different combination of sequences, i.e., the signature of the SBF pilot. The key improvement over previous BF-related work is to consider superposed complex hash-coded information instead of binary one. To guarantee the detection performance under large pilot pool size, we give the rule of constructing pilot pool based on (K;D;ρ)-expander and design a receiver algorithm including correlation-based sequence detection and compressed sensing (CS) based signature recognition, which uses the amplitude and phase information of received sequences. The simulation results show our proposed SBF pilot and corresponding receiver algorithm greatly improve the detection performance in terms of missing detection probability and false alarm probability in frequency-selective channels, compared with previous work.
导频设计和相应的接收机算法是支持无授权上行传输的海量接入的关键问题。在本文中,我们提出了一种叠加布隆滤波器(SBF)导频设计,其中一个SBF导频由多个序列组成。一个SBF导频可以通过不同的序列组合来区分,即SBF导频的签名。与以前的bf相关工作相比,关键的改进是考虑叠加的复杂哈希编码信息,而不是二进制信息。为了保证大导频池下的检测性能,给出了基于(K;D;ρ)扩展器的导频池构造规则,并设计了一种基于相关序列检测和基于压缩感知(CS)签名识别的接收算法,该算法利用接收序列的幅度和相位信息。仿真结果表明,我们提出的SBF导频和相应的接收机算法在选频信道中,从漏检概率和虚警概率两方面大大提高了检测性能。
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引用次数: 1
Trust-driven Distributed Self-collaborative Security Architecture of IoT Based on Blockchain and Smart Contracts 基于区块链和智能合约的物联网信任驱动分布式自协同安全架构
Pub Date : 2020-11-01 DOI: 10.1109/VTC2020-Fall49728.2020.9348760
Hong-Ze Li, Sirun Xu, Saifei Li, Guangcheng Sun, Xiaowei Zhang, Lian-shan Yan
As Internet of Things (IoT) technology is growing fast, it is clearly forseen that the number of IoT devices and the scale of connections will be further expanded. IoT is capable of taking advantage of the existing network infrastructure effectively, so as to achieve data sharing between devices. However, the large scale and complexity of the network structure will bring potential security risks to IoT system. The traditional access control model is more complex and centralized. This paper aims to build a trust-driven distributed self-collaborative security architecture of IoT based on blockchain and smart contracts, which could overcome the single-point failure problem of centralized entities. Implementation of the security architecture shows that it still possesses characteristics including scalability, lightweight, and fine granularity, while the secure access control preserves the privacy of IoT devices.
随着物联网(IoT)技术的快速发展,可以清楚地预见,物联网设备的数量和连接规模将进一步扩大。物联网能够有效利用现有的网络基础设施,实现设备之间的数据共享。然而,网络结构的庞大和复杂会给物联网系统带来潜在的安全风险。传统的访问控制模型比较复杂和集中。本文旨在构建基于区块链和智能合约的信任驱动分布式自协作物联网安全架构,克服中心化实体的单点故障问题。安全架构的实现表明,它仍然具有可扩展性,轻量级和细粒度等特点,而安全访问控制保留了物联网设备的隐私。
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引用次数: 0
Evaluation of Opportunistic Access Strategies for Vehicular Networking Over TVWS 基于TVWS的车联网机会接入策略评估
Pub Date : 2020-11-01 DOI: 10.1109/VTC2020-Fall49728.2020.9348659
Adriana Arteaga, Pablo Palacios Játiva, Sandra Céspedes Umaña, César A. Azurdia-Meza
In this work, we present a comparative study of two strategies for opportunistic vehicular access over TV White Spaces (TVWS) spectrum, in the presence of fixed secondary networks. When the vehicular network meets other opportunistic users in the same TVWS channel, the first strategy is searching for a TVWS channel for exclusive vehicular access, while the other approach explores the coexistence between the vehicular network and the fixed secondary network. To carry out the evaluation of the strategies, we use the NS-3 network simulator, including some of the cognitive radio modules developed. Results showed that, in the case of study, the strategy of coexistence between the vehicular network and other opportunistic users over the TVWS channel (i.e., sharing the same TV channel) reduces the average access channel delay up to 15% and the average packet loss up to 17%.
在这项工作中,我们提出了在固定二级网络存在的情况下,通过电视空白空间(TVWS)频谱进行机会性车辆访问的两种策略的比较研究。当车网在同一TVWS频道中遇到其他机会用户时,第一种策略是寻找一个TVWS频道供车辆独家接入,另一种策略是探索车网与固定副网的共存。为了对这些策略进行评估,我们使用了NS-3网络模拟器,包括开发的一些认知无线电模块。结果表明,在本研究中,车网与其他机会用户在TVWS信道上共存的策略(即共享同一电视信道)可使平均接入信道延迟降低15%,平均丢包率降低17%。
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引用次数: 0
PBFT-based ordering service for IoT domains 基于pbft的物联网域排序服务
Pub Date : 2020-11-01 DOI: 10.1109/VTC2020-Fall49728.2020.9348646
J. Misic, V. Mišić, Xiaolin Chang, Haytham Qushtom
This work proposes and evaluates a Practical Byzantine Fault Tolerance (PBFT)-inspired ordering service for IoT data collection and block formation in a permissioned blockchain environment. We implement an algorithm for atomic insertion of request to ordering service in which each ordering node can initiate insertion and lead the consensus protocol, unlike traditional current implementations of ordering service which rely on a single point of entry. We have modeled record insertion service into the P2P ordering service with constant number of nodes, variable request rate, and known distribution of one-way propagation delays among the ordering peers. Performance results show the behavior of system descriptors and the limits of system capacity expressed in terms of total request rate.
这项工作提出并评估了一种实用的拜占庭容错(PBFT)启发的排序服务,用于在允许的区块链环境中收集物联网数据和块形成。我们实现了一种排序服务请求的原子插入算法,其中每个排序节点都可以发起插入并引导共识协议,而不像目前传统的排序服务实现依赖于单个入口点。我们将记录插入服务建模为具有恒定节点数、可变请求率和已知排序节点间单向传播延迟分布的P2P排序服务。性能结果显示了系统描述符的行为和用总请求率表示的系统容量限制。
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引用次数: 9
期刊
2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall)
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