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2022 IEEE 96th Vehicular Technology Conference (VTC2022-Fall)最新文献

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Measuring Human Perception of Audiovisual Errors using EEG 利用脑电图测量人对视听错误的感知
Pub Date : 2022-09-01 DOI: 10.1109/VTC2022-Fall57202.2022.10012868
Dingcheng Gao, Bingrui Geng, Yiping Duan, Xiaoming Tao, Chengkang Pan
Audiovisual synchronization is an essential indicator of video quality. The degradation in the quality of experience caused by such synchronization errors is often measured using the mean opinion score (MOS). However, this method is susceptible to emotion and bias. Electroencephalography (EEG), as an objective tool, overcomes the drawbacks of subjective testing for evaluating human perception. In this work, we measure the human perception of audio and video synchronization based on the EEG approach through a series of experiments. A scoring model was developed for audio and video under multilevel synchronization errors by extracting the power spectral density (PSD) of EEG signals as features. The use of EEG signals for perceptual ability assessment of audiovisual distortion provides a potential neurally informed approach that is more objective than the high-level cognitive activity in subjective data.
视听同步是视频质量的重要指标。由这种同步误差引起的体验质量的下降通常使用平均意见分数(MOS)来衡量。然而,这种方法容易受到情绪和偏见的影响。脑电图作为一种客观的工具,克服了主观测试评价人类感知能力的不足。在这项工作中,我们通过一系列的实验来测量基于脑电图方法的人类对音视频同步的感知。通过提取脑电信号的功率谱密度(PSD)作为特征,建立了多级同步误差下的音频和视频评分模型。使用脑电图信号对视听失真的感知能力进行评估,提供了一种潜在的神经信息方法,比主观数据中的高级认知活动更客观。
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引用次数: 0
Rate-Overhead Tradeoff in Beam Training for RRS-Assisted Multi-User Communications rrs辅助多用户通信波束训练中的速率开销权衡
Pub Date : 2022-09-01 DOI: 10.1109/VTC2022-Fall57202.2022.10013042
Shupei Zhang, Yutong Zhang, Boya Di, Hongliang Zhang
Holographic multiple-input multiple-output (HMIMO) with a spatially continuous aperture is a promising solution for future radio access to handle the explosively increasing data demands. As a key enabler of HMIMO, the reconfigurable refractive surface (RRS) can serve as an antenna array with numerous programmable radiation elements. In this paper, we consider a multi-user system with an RRS-aided base station (BS) where the transmit signal is refracted by the RRS towards the users. A beamforming scheme is developed via codebook design and beam training. A larger codebook size implies more codewords, each corresponding to a directional beam. When the codebook size increases, the directivity of the refracted beam is enhanced, bringing a higher data rate. However, it also leads to an exponential growth of the training overhead. To achieve the critical tradeoff between the data rate and overhead, we evaluate the system throughput and model the relation between the codebook size of the RRS and the throughput mathematically. The optimal codebook size is then derived given different user distributions. Simulation results verify our theoretical analysis and show the influence of both codebook size and RRS size on the throughput.
具有空间连续孔径的全息多输入多输出(HMIMO)是未来无线电接入处理爆炸式增长的数据需求的一种很有前途的解决方案。可重构折射面(RRS)作为HMIMO的关键实现因素,可以作为具有众多可编程辐射元件的天线阵列。在本文中,我们考虑了一个具有RRS辅助基站(BS)的多用户系统,其中发射信号被RRS折射到用户。通过码本设计和波束训练,提出了一种波束形成方案。更大的码本尺寸意味着更多的码字,每个码字对应一个定向波束。当码本尺寸增大时,折射光束的指向性增强,带来更高的数据速率。然而,这也会导致训练开销呈指数级增长。为了实现数据速率和开销之间的关键权衡,我们评估了系统吞吐量,并在数学上建立了RRS的码本大小与吞吐量之间的关系模型。然后在给定不同用户分布的情况下推导出最优码本大小。仿真结果验证了我们的理论分析,并显示了码本大小和RRS大小对吞吐量的影响。
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引用次数: 1
Fast Channel Estimation for Massive Machine Type Communications1 大规模机器通信的快速信道估计[j]
Pub Date : 2022-09-01 DOI: 10.1109/VTC2022-Fall57202.2022.10012734
Yonghong Zeng, Sumei Sun, Yuhong Wang, Yugang Ma
For massive machine type communications (mMTC), it is critical to squeeze the transmission overhead as packet length is usually short and power is limited. Reducing preamble/pilot length for channel estimation is thus very important. In this paper, we propose to use short preamble for channel estimation in generalized frequency division multiplexing (GFDM) communication. Based on the short preamble, we can estimate a short channel first. We then show that the conventional zero-padding method for extending short channel to long channel in GFDM is not accurate. A new efficient method to construct the long effective channel from the obtained short channel is proposed. The proposed new method can construct a long channel for GFDM equalization without knowing the time sync error. It is proved theoretically that the constructed channel is correct given that the length of cyclic prefix (CP) and cyclic suffix (CS) are longer than the original channel length plus the time sync error. Simulations at various situations are shown to verify the results.
对于大规模机器类型通信(mMTC),压缩传输开销至关重要,因为数据包长度通常很短,功率有限。因此,减少导频长度对于信道估计非常重要。在本文中,我们提出了在广义频分复用(GFDM)通信中使用短序文进行信道估计。根据短前导,我们可以先估计一个短信道。然后,我们证明了传统的零填充方法在GFDM中将短信道扩展到长信道是不准确的。提出了一种利用得到的短信道构造长有效信道的新方法。该方法可以在不知道时间同步误差的情况下构造一个长信道进行GFDM均衡。从理论上证明了在循环前缀(CP)和循环后缀(CS)长度大于原信道长度的情况下,加上时间同步误差,所构造的信道是正确的。在各种情况下进行了仿真,以验证结果。
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引用次数: 0
Decentralized Smart Grid System:A Survey On Machine Learning-Based Intrusion Detection Approaches 分散式智能电网系统:基于机器学习的入侵检测方法综述
Pub Date : 2022-09-01 DOI: 10.1109/VTC2022-Fall57202.2022.10012710
Makhmoor Fiza Murk, Noman Zahid, Ali Hassan Sodhro, Bilal Zahid
Smart grid is a two-way communication technology power system that sends information between the control server and consumer. It consists of different IoTs connected to a smart meter, creating a network known as the HAN home area network, and collections of these smart meters form a NAN neighbor area network. This data has been transferred to a WAN-wide area network, where the control server will share and analyze the information. The information shared in all layers has been secured in order to maintain this infrastructure. Traditional systems like firewalls’ general cryptographic techniques can detect anomalies for known attacks, but they sometimes fail to provide efficient security for unknown or real-time attacks. There should be a complete framework to detect real-time intruders and attacks. Here, NIDS using machine learning approach has been discussed in this survey report. Most ML techniques are able to detect real-time attacks with less time overhead and higher accuracy. On the basis of accuracy, detection rate, and F1 score, ten different types of datasets were evaluated and analyzed.
智能电网是一种双向通信技术的电力系统,在控制服务器和用户之间发送信息。它由连接到智能电表的不同物联网组成,创建一个称为HAN家庭区域网络的网络,这些智能电表的集合形成NAN邻居区域网络。这些数据被传输到广域网,在那里控制服务器将共享和分析这些信息。为了维护这个基础结构,所有层中共享的信息都是安全的。传统的系统,如防火墙的通用加密技术,可以检测已知攻击的异常情况,但它们有时无法为未知或实时攻击提供有效的安全性。应该有一个完整的框架来检测实时入侵者和攻击。在这里,本调查报告讨论了使用机器学习方法的NIDS。大多数机器学习技术能够以更少的时间开销和更高的准确性检测实时攻击。在准确率、检出率和F1评分的基础上,对10种不同类型的数据集进行了评估和分析。
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引用次数: 2
An Efficient Probe Selection Method for 5G Base Station OTA Testing with MPAC Setup 一种基于MPAC设置的5G基站OTA测试探针选择方法
Pub Date : 2022-09-01 DOI: 10.1109/VTC2022-Fall57202.2022.10012886
Hao Sun, Xiaohang Yang, Ying Zhu, Zhiqin Wang
Over-the-Air (OTA) testing, due to its capacity of reproducing the desired radio channels in lab environments, is considered as the promising testing solution for 5G multi-input-multi-output (MIMO) devices, especially for 5G massive MIMO base station (BS). A sectored multi-probe anechoic chamber (MPAC) OTA system for 5G massive MIMO BS testing has been proposed and discussed in many literatures. The probe selection is essential for 5G BS OTA testing, since the MPAC system cost is determined by the ports of channel emulator, i.e., the number of OTA probes. However, the classical convex-optimization-based probe selection method becomes complexity-prohibitive compared with the 2D MPAC system, due to the large amount of candidate probes. This paper proposes a novel probe selection for 5G BS OTA testing with MPAC setup based on the compressed sensing theory. The simulation results indicate that the proposed method can achieve high performance over single-cluster and multi-cluster channel models, in terms of high emulation accuracy and low computational complexity.
无线(OTA)测试由于能够在实验室环境中再现所需的无线电信道,被认为是5G多输入多输出(MIMO)设备,特别是5G大规模MIMO基站(BS)的有前途的测试解决方案。许多文献提出并讨论了一种用于5G大规模MIMO BS测试的扇形多探头消声室(MPAC) OTA系统。探针的选择对于5G BS OTA测试至关重要,因为MPAC系统的成本是由信道模拟器的端口决定的,即OTA探针的数量。然而,与二维MPAC系统相比,经典的基于凸优化的探针选择方法由于候选探针数量庞大而变得过于复杂。本文提出了一种基于压缩感知理论的新型MPAC组网下5G BS OTA测试探针选择方法。仿真结果表明,该方法具有较高的仿真精度和较低的计算复杂度,在单簇和多簇信道模型上均能达到较高的性能。
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引用次数: 0
Multipath Ghosts Mitigation for Radar-based Positioning Systems 基于雷达定位系统的多径干扰抑制
Pub Date : 2022-09-01 DOI: 10.1109/VTC2022-Fall57202.2022.10013061
Xun Wang, Mu Jia, Xinjie Meng, Tingting Zhang
Due to the existence of numerous scatters and reflectors, the multipath propagation which leads to false alarms (or ghost images) will be challenging for accurate radar sensing systems in complex environments. In this paper, we use the frequency modulated continuous wave radar to obtain the range-Doppler information of targets. Aiming at the ghost images in low signal to noise ratio (SNR) regimes, we try to extend the existing low-complexity multi-target ghost recognition solution in low SNR regimes. Generally, we try to fuse measurements from different radars and observations, respectively, to improve the target detection quality. Since there exist errors in both range/velocity measurements and radar positions, we adopt a particle based clustering algorithm, to guarantee the robustness of the solution. Simulations and numeric results are provided and analyzed.
由于存在大量的散射体和反射体,导致假警报(或鬼像)的多径传播将对复杂环境下的精确雷达传感系统构成挑战。本文采用调频连续波雷达获取目标的距离-多普勒信息。针对低信噪比条件下的幽灵图像,对现有低复杂度的低信噪比条件下的多目标幽灵识别方法进行了扩展。通常,我们尝试分别融合不同雷达和观测数据,以提高目标检测质量。由于距离/速度测量和雷达位置都存在误差,我们采用了基于粒子的聚类算法,以保证解的鲁棒性。给出了仿真和数值结果并进行了分析。
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引用次数: 2
Multi-Agent Reinforcement Learning Aided Resources Allocation Method in Vehicular Networks 多智能体强化学习辅助车辆网络资源分配方法
Pub Date : 2022-09-01 DOI: 10.1109/VTC2022-Fall57202.2022.10012735
Yuxin Ji, Xixi Zhang, Yu Wang, H. Gačanin, H. Sari, F. Adachi, Guan Gui
To address the problem of spectrum resources and transmitting power for vehicular networks, this paper proposes a resource allocation (RA) method based on dueling double deep-Q network (D3QN) reinforcement learning (RL). Due to the high mobility of the vehicle, the channel changes rapidly which makes it difficult to accurately collect high-accuracy channel state information at the base station and to perform centralized management. In response of this difficulty, we construct a multi-intelligence model, using Manhattan Grid Layout City Model as the basis of environment and with each vehicle-to-vehicle (V2V) link as an intelligence. They work together to interact with the environment, receive appropriate observations, get rewards, and finally learn to improve the allocation of power and spectrum to enable users to achieve a better entertainment experience and a safer driving environment. Experimental results demonstrate that with proper training mechanism and reward function construction, cooperation among multiple intelligence can be performed in a distributed manner, with improvements in both the capacity of total vehicle-to-infrastructure links and the effective payload delivery success rate of the V2V links compared to common Q-network.
针对车载网络频谱资源和发射功率不足的问题,提出了一种基于双深q网络(D3QN)强化学习(RL)的资源分配方法。由于车辆的高机动性,信道变化迅速,给基站准确采集高精度信道状态信息并进行集中管理带来了困难。针对这一困难,我们构建了一个多智能模型,以曼哈顿网格布局城市模型作为环境基础,以每个车对车(V2V)链路作为智能。他们共同努力,与环境互动,接受适当的观察,获得奖励,最终学会改进功率和频谱的分配,使用户获得更好的娱乐体验和更安全的驾驶环境。实验结果表明,通过合理的训练机制和奖励功能构建,可以实现多智能之间的分布式协作,与普通q网络相比,车辆到基础设施总链路的能力和V2V链路的有效载荷交付成功率都得到了提高。
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引用次数: 0
Low Complexity IA Design for the Multi-Cell MIMO Downlink Cellular Network 多小区MIMO下行蜂窝网络的低复杂度IA设计
Pub Date : 2022-09-01 DOI: 10.1109/VTC2022-Fall57202.2022.10012785
Weihua Liu, Junchuan Fan, Yuanyuan Zhang, Zeqi Yu, Yong Cui
Interference alignment (IA) is a promising technology to effectively eliminate interference and improve the wireless communication network capacity. However, the low complexity IA solution with high degrees of freedom (DoF) for the multi-cell multi-user cellular network is still an open problem that needs to be solved. To address this problem, in this paper, the two-stage IA scheme for the multi-cell multi-user multiple-input multiple-output (MIMO) interfering broadcast channel (IFBC) model is investigated. Since a multi-cell IFBC is a complex interfering channel model, it is simplified into several simple models. The complex MIMO IFBC model can be first transformed into a simple K-user MIMO interference channel model, by designing the first stage precoding matrix to eliminate inter-cell interference (ICI). Based on the designed first stage precoding matrix, the MIMO IFBC becomes several single-cell MIMO IFBCs, and the second stage precoding matrix can be designed to eliminate inter-user interference (IUI). The high system sum-rate performance and low computational complexity of the proposed IA design scheme are verified through a series of simulations.
干扰对准是一种有效消除干扰、提高无线通信网络容量的有前途的技术。然而,对于多小区多用户蜂窝网络,低复杂度、高自由度的IA解决方案仍然是一个有待解决的开放性问题。为了解决这一问题,本文研究了多小区多用户多输入多输出(MIMO)干扰广播信道(IFBC)模型的两阶段IA方案。由于多单元IFBC是一个复杂的干扰信道模型,本文将其简化为几个简单的模型。通过设计第一级预编码矩阵来消除小区间干扰(ICI),可以将复杂的MIMO IFBC模型转换为简单的k用户MIMO干扰信道模型。在设计的第一级预编码矩阵的基础上,MIMO IFBC分解为多个单细胞MIMO IFBC,设计第二级预编码矩阵消除用户间干扰(IUI)。通过一系列的仿真验证了所提出的IA设计方案具有较高的系统和速率性能和较低的计算复杂度。
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引用次数: 0
Performance Analysis of OSTBC in NOMA Assisted Downlink System with SIC Errors 具有SIC误差的NOMA辅助下行系统中OSTBC的性能分析
Pub Date : 2022-09-01 DOI: 10.1109/VTC2022-Fall57202.2022.10012927
Rahul Makkar, Venugopalachary Kotha, D. Rawal, Vijay Kumar Chakka, N. Sharma
This paper investigates the error performance of the orthogonal space-time block coding (OSTBC) in non-orthogonal multiple access (NOMA) assisted downlink system in the presence of successive interference cancellation (SIC) errors. In the proposed system model, the base station communicates with multiple users to exploit the benefits of OSTBC in NOMA, like transmit diversity gain and low complexity. The system performance of the proposed OSTBC-NOMA system is analyzed in terms of the average symbol error rate (ASER) over the Rayleigh fading channel model. Further, in order to get a better insight to the system performance, the analysis is conducted over a high SNR regime to obtain diversity order and asymptotic ASER. The analytical results corroborated with Monte-Carlo simulations illustrate that the proposed OSTBC-NOMA system outperforms the conventional NOMA system over different combinations of the modulation scheme. Also, the power allocation coefficient’s impact on the system performance is numerically analyzed.
研究了非正交多址(NOMA)辅助下行系统中存在连续干扰抵消(SIC)误差时正交空时分组编码(OSTBC)的误差性能。在所提出的系统模型中,基站与多个用户通信,以利用NOMA中OSTBC的发射分集增益和低复杂度等优点。根据Rayleigh衰落信道模型的平均符号误码率(ASER)分析了所提出的OSTBC-NOMA系统的系统性能。此外,为了更好地了解系统性能,在高信噪比的情况下进行了分析,以获得分集阶和渐近ASER。分析结果与蒙特卡罗仿真结果相吻合,表明所提出的OSTBC-NOMA系统在不同调制方案组合下的性能优于传统的NOMA系统。并对功率分配系数对系统性能的影响进行了数值分析。
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引用次数: 1
Path Design for Portable Access Point in Joint Sensing and Communications under Energy Constraints 能量约束下联合传感与通信便携式接入点路径设计
Pub Date : 2022-09-01 DOI: 10.1109/VTC2022-Fall57202.2022.10013006
Xiaoye Jing, F. Liu, C. Masouros
We consider an unmanned aerial vehicle (UAV) based joint radar localization and communication system, where a UAV transmits the downlink signal to a ground communication user and the transmitted signal is also exploited to localize a target coordinates. We aim to optimize the UAV path with energy constraints. We formulate the trajectory design into a weighted optimization problem, where a scalable performance trade-off between localization and communication can be achieved. An iterative algorithm is exploited then to address the trajectory design formulation. Numerical results are provided to validate the effectiveness of the proposed UAV trajectory design approaches.
我们考虑了一种基于无人机(UAV)的联合雷达定位与通信系统,其中无人机将下行信号发送给地面通信用户,并利用传输的信号来定位目标坐标。我们的目标是在能量约束下优化无人机路径。我们将轨迹设计制定为一个加权优化问题,在定位和通信之间可以实现可扩展的性能权衡。然后利用迭代算法求解轨迹设计公式。数值结果验证了所提无人机轨迹设计方法的有效性。
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引用次数: 0
期刊
2022 IEEE 96th Vehicular Technology Conference (VTC2022-Fall)
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