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2023 IEEE Wireless Communications and Networking Conference (WCNC)最新文献

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STAR-RIS-aided Full Duplex Communications with FBL Transmission star - ris辅助全双工通信与FBL传输
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10119103
Farjam Karim, S. Singh, Keshav Singh, F. Khan
Simultaneous refracting/transmitting and reflecting reconfigurable intelligent surface (STAR-RIS) has emerged as a potential technology for future-generation wireless networks to support extremely high data rates with a broader coverage area. In this work, with an aim to provide a novel analytical framework, we investigate the performance of a STAR-RIS assisted full duplex (FD) wireless communication system under finite block length (FBL) transmission. In particular, we first derive the probability density function and cumulative distribution function of the signal-to-interference-plus-noise ratio (SINR) for the uplink and downlink users. We then analyze the system performance by deriving closed form expressions for their block error rate (BLER) and goodput. Finally, we validate the accuracy of the derived analytical expressions using Monte-Carlo simulations and show that as the number of elements in the STAR-RIS is increased the system performance also improves. Furthermore, we graphically demonstrate the impact of imperfect channel state information and compare the performance of STAR-RIS in mode switching (MS) and energy splitting (ES) protocol.
同时折射/传输和反射可重构智能表面(STAR-RIS)已经成为下一代无线网络的潜在技术,可以支持极高的数据速率和更广泛的覆盖区域。在这项工作中,为了提供一个新的分析框架,我们研究了有限块长度(FBL)传输下STAR-RIS辅助全双工(FD)无线通信系统的性能。特别是,我们首先推导了上行链路和下行链路用户的信噪比(SINR)的概率密度函数和累积分布函数。然后,我们通过推导其块错误率(BLER)和goodput的封闭形式表达式来分析系统性能。最后,我们利用蒙特卡罗模拟验证了推导的解析表达式的准确性,并表明随着STAR-RIS中元素数量的增加,系统性能也有所提高。此外,我们图解地展示了不完美信道状态信息的影响,并比较了STAR-RIS在模式切换(MS)和能量分裂(ES)协议中的性能。
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引用次数: 0
Random Railings Enhancement For RFF Imbalanced Data Augmentation RFF不平衡数据增强的随机栏杆增强
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118947
Xiaolin Fan, Caidan Zhao, Liang Xiao, Xiangyu Huang
Radio Frequency Fingerprint (RFF) technology is an effective means to defend against cheating and counterfeit attacks in wireless communication. A deep learning-based RFF recognition algorithm can achieve well recognition performance, but it needs many balanced samples to train the model. However, the problem of sample imbalance is widespread in RFF identification tasks, and the number of signal samples of illegal devices is minimal. Neural network models usually can't learn these minority representations well, which seriously affects the performance of RFF recognition. Many advanced algorithms proposed to alleviate the problem of data imbalance don't perform well in the task of RFF recognition because they ignore the characteristics of RFF signals. Therefore, an algorithm based on Random Railings Enhancement (RRE) is proposed in this paper, which fills the data set with random masks according to the signal values front and rear. RRE protects the original signal's information, effectively expands the rare dataset, and has the effect of data enhancement. The experimental results show that the RRE can improve the performance of Radio Frequency (RF) identification technology tasks in the case of imbalanced data sets.
射频指纹(RFF)技术是无线通信中防范欺骗和伪造攻击的有效手段。基于深度学习的RFF识别算法可以获得较好的识别性能,但需要大量平衡样本来训练模型。然而,样本不平衡问题在射频识别任务中普遍存在,非法设备的信号样本数量很少。神经网络模型通常不能很好地学习这些少数派表示,这严重影响了RFF识别的性能。为了缓解数据不平衡问题而提出的许多先进算法,由于忽略了RFF信号的特性,在RFF识别任务中表现不佳。因此,本文提出了一种基于随机栏杆增强(RRE)的算法,该算法根据前后的信号值对数据集进行随机掩码填充。RRE保护了原始信号的信息,有效扩展了稀有数据集,具有数据增强的效果。实验结果表明,在数据集不平衡的情况下,RRE可以提高射频识别技术任务的性能。
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引用次数: 0
Multi-Target Location for Intelligent Reflecting Surface Aided Radar System 智能反射表面辅助雷达系统的多目标定位
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10119057
Yang Zhao, Peng Chen, Z. Cao
The target location can be realized based on the estimated directions of arrival (DOAs) when using multiple arrays. However, this leads to the increase of radar system cost. Meanwhile, the location precision depends on the high accuracy of DOA estimations, which are usually with high computational complexity. In this paper, the problem of low-cost system and low-complexity DOA estimation method are addressed. First, a low-cost intelligent reflecting surfaces (IRSs) aided radar location system is developed, where only one fully functional receiving channel is adopted. Then, a novel nonconvex-based atomic norm minimization (NC-ANM) problem is formulated by exploiting the targets’ sparsity in the spatial domain to estimate the DOA more efficiently. After getting the DOA estimations, a multi-target location method is proposed. Simulation results show that the proposed NC-ANM method outperforms the compared methods in the DOA estimation with lower computational complexity and achieves accurate location in the IRSs aided system.
当使用多个阵列时,可以根据估计的到达方向(DOAs)来实现目标定位。然而,这导致了雷达系统成本的增加。同时,定位精度依赖于高度精确的DOA估计,而DOA估计通常具有很高的计算复杂度。本文研究了低成本系统和低复杂度DOA估计方法的问题。首先,开发了一种低成本的智能反射面(IRSs)辅助雷达定位系统,该系统仅采用一个全功能接收通道。然后,利用目标在空间域的稀疏性,提出了一种新的基于非凸的原子范数最小化(NC-ANM)问题,以更有效地估计目标的DOA。在得到DOA估计后,提出了一种多目标定位方法。仿真结果表明,所提出的NC-ANM方法在估计DOA方面优于其他方法,且计算复杂度较低,能够在红外卫星辅助系统中实现精确定位。
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引用次数: 0
Channel Estimation for Two-Wave with Diffuse Power Fading Channels under 1-bit Quantization 1位量化下双波扩散性功率衰落信道估计
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10119058
Torge Mewes, Stephan Zeitz, Peter Neuhaus, Meik Dörpinghaus, G. Fettweis
Utilizing 1-bit quantization at the analog-to-digital converter (ADC) is a promising approach to reduce the problematically high power consumption of high resolution ADCs in millimeter-wave (mmWave) and sub-terahertz (THz) communications. However, as 1-bit quantization is a highly nonlinear operation standard channel estimation algorithms cannot be applied. Therefore, we study algorithms for channel estimation in receivers with 1-bit quantization under consideration of a two-wave with diffuse power (TWDP) fading channel model, which was shown to be a realistic model for indoor communications in the mmWave regime. We combine maximum-likelihood (ML) amplitude estimation with a least-squares (LS) phase estimation approach known from literature to estimate the fading channel based on blocks of pilot symbols periodically inserted into the transmit symbol sequence. Furthermore, we apply Wiener filtering for interpolation of the channel estimates at the data blocks. The estimation performance of the proposed algorithms is evaluated numerically in terms of the mean squared error (MSE) and the suitability of the approach is demonstrated by evaluating the coded block error rate (BLER) for an exemplary system in comparison to the case with perfect channel knowledge. Our results show that almost the same BLER can be achieved by utilizing the derived estimation approach as compared to a system with perfect channel knowledge.
在模数转换器(ADC)中利用1位量化是一种很有前途的方法,可以降低毫米波(mmWave)和次太赫兹(THz)通信中高分辨率ADC的高功耗问题。然而,由于1位量化是一个高度非线性的操作,标准信道估计算法不能应用。因此,我们研究了在考虑两波漫射功率(TWDP)衰落信道模型的1位量化接收机中的信道估计算法,该模型被证明是毫米波条件下室内通信的现实模型。我们将最大似然(ML)幅度估计与文献中已知的最小二乘(LS)相位估计方法结合起来,基于周期性插入到发射符号序列中的导频符号块来估计衰落信道。此外,我们应用维纳滤波对数据块上的信道估计进行插值。根据均方误差(MSE)对所提出算法的估计性能进行了数值评估,并通过评估示例系统的编码块错误率(BLER)来证明该方法的适用性,并与具有完美信道知识的情况进行了比较。我们的结果表明,与具有完美信道知识的系统相比,利用导出的估计方法可以实现几乎相同的BLER。
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引用次数: 0
5G Reduced Capability Devices: Analysis of Blocking Probability for Control Channels 5G低容量设备:控制信道阻塞概率分析
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10119101
Saeedeh Moloudi, Mohammad Mozaffari, Kittipong Kittichokechai, A. Höglund, Sandeep Narayanan Kadan Veedu, Y.-P. Eric Wang, Johan Bergman
The fifth-generation wireless technology is primarily designed to address a wide range of use cases mainly categorized into the enhanced mobile broadband, ultra-reliable and low-latency communication, and massive machine-type communication segments. To efficiently serve some other use cases whose requirements lie in-between these main use cases, the 3rd generation partnership project (3GPP), in Rel-17, introduce support for the reduced capability new radio (NR) devices known as RedCap with lower cost and complexity compared to legacy 5G devices. The considered complexity reduction techniques are associated with degraded link performance and coverage for the physical channels. Particularly, for the physical downlink control channel (PDCCH), which requires careful consideration, the reduction of the user equipments’ (UEs) complexity and the associated coverage loss can lead to an increase in the PDCCH blocking probability. This, in turn, can impact either the latency or the network capacity depending on the scenario. In this paper, we investigate the PDCCH blocking probability metric for RedCap devices. Specifically, we evaluate the performance of blocking probability in terms of various parameters including the number of users, size of downlink control information, size of control resource set, and the number of PDCCH candidates. Our results demonstrate that the PDCCH blocking probability increases by reducing the number of antenna branches, the number of PDCCH candidates, control resource set, and by increasing the number of scheduled UEs. We also show that the impact of reducing the DCI size is marginal on the PDCCH blocking probability. Finally, we discuss potential solutions and design guidelines for reducing the PDCCH blocking probability.
第五代无线技术主要用于解决广泛的用例,主要分为增强型移动宽带,超可靠和低延迟通信以及大规模机器类型通信部分。为了有效地服务于其他一些需求介于这些主要用例之间的用例,Rel-17中的第三代合作伙伴项目(3GPP)引入了对被称为RedCap的低功能新无线电(NR)设备的支持,与传统5G设备相比,它的成本和复杂性更低。考虑的复杂性降低技术与物理信道的链路性能和覆盖下降有关。特别是对于需要仔细考虑的物理下行控制信道(PDCCH),降低用户设备(ue)的复杂性和相应的覆盖损失会导致PDCCH阻塞概率的增加。这反过来又会影响延迟或网络容量,具体取决于场景。在本文中,我们研究了RedCap设备的PDCCH阻塞概率度量。具体来说,我们根据用户数量、下行控制信息的大小、控制资源集的大小和PDCCH候选数量等各种参数来评估阻塞概率的性能。研究结果表明,通过减少天线支路数量、减少PDCCH候选数量、减少控制资源集以及增加调度终端数量,可以提高PDCCH阻塞概率。我们还表明减小DCI大小对PDCCH阻塞概率的影响是边际的。最后,我们讨论了降低PDCCH阻塞概率的潜在解决方案和设计指南。
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引用次数: 0
Combinatorial Designs for Coded Caching on Hierarchical Networks 分层网络上编码缓存的组合设计
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118860
Yung Kong, Youlong Wu, Minquan Cheng
This paper considers a hierarchical caching system where a server connects with multiple mirror sites, each connecting with a distinct set of users, and both mirror sites and users are equipped with caching memories. Although there already exist works studying this setup and proposing coded caching schemes to reduce transmission loads, two main problems are remained to address: 1) the optimal communication load R1 under the uncoded placement for the first layer is still unknown. 2) the previous schemes are based on Maddah-Ali and Niesen’s data placement and delivery, which require high subpacketization level. How to achieve a good tradeoff between transmission loads and subpacketization level for the hierarchical caching system is unclear. In this paper, we aim to address these two problems. We first propose a new combination structure named hierarchical placement delivery array (HPDA), which characterizes the data placement and delivery for a hierarchical caching system. Then we construct two classes of HPDAs, where the first class leads to a scheme achieving the optimal R1 for some cases, and the second class requires a smaller subpacketization level at the cost of slight increase in transmission loads.
本文考虑了一个分层缓存系统,其中服务器连接多个镜像站点,每个镜像站点连接一组不同的用户,镜像站点和用户都配备了缓存内存。尽管已经有研究这种设置并提出编码缓存方案以减少传输负载的工作,但仍有两个主要问题需要解决:1)第一层未编码布局下的最佳通信负载R1仍然未知。2)以往的方案都是基于madah - ali和Niesen的数据放置和传递,需要较高的亚分组水平。如何在分级缓存系统的传输负载和子分组级别之间实现一个很好的权衡是不清楚的。在本文中,我们旨在解决这两个问题。我们首先提出了一种新的组合结构,称为层次放置传递数组(HPDA),它表征了层次缓存系统的数据放置和传递。然后,我们构建了两类hpda,其中第一类导致在某些情况下实现最优R1的方案,第二类需要较小的亚分组水平,但代价是传输负载略有增加。
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引用次数: 0
Estimating Multi-Dimensional Sparsity Level for Spectrum Sensing 频谱传感中多维稀疏度的估计
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118987
M. A. Aygül, M. Nazzal, H. Arslan
Identifying spectrum opportunities is a crucial element of efficient spectrum utilization for future wireless networks. Spectrum sensing offers a convenient means for revealing such opportunities. Studies showed that usage of the spectrum has a high correlation over multi-dimensions, including time and frequency. However, multi-dimensional spectrum sensing requires high-cost processes. Applying compressive sensing allows for subNyquist sampling. This reduces associated training, feedback, and computation overheads of a spectrum sensing method. However, the accuracy of the signal sparsity assumption and knowledge of the precise sparsity level are necessary for the applicability of compressive sensing. It is common practice to assume a level of known sparsity. On the other hand, in reality, this presumption is incorrect. This paper proposes a method for estimating the multidimensional sparsity for spectrum sensing. By extrapolating it from its counterpart with respect to a compact discrete Fourier basis, the proposed method calculates the sparsity level over a dictionary. A machine learning estimation method achieves this inference. Extensive simulations validate a high-quality sparsity estimation. To validate this observation, real-world measurements are used, where one of the biggest Turkish telecom operators has private uplink bands in the frequency range between 852-856 MHz.
识别频谱机会是未来无线网络有效利用频谱的关键因素。频谱传感为揭示这些机会提供了一种方便的手段。研究表明,频谱的使用在多个维度上具有很高的相关性,包括时间和频率。然而,多维频谱传感需要高成本的工艺。应用压缩感知允许亚奈奎斯特采样。这减少了频谱感知方法的相关训练、反馈和计算开销。然而,信号稀疏性假设的准确性和精确稀疏性水平的知识对于压缩感知的适用性是必要的。通常的做法是假定一定程度的已知稀疏性。另一方面,在现实中,这种假设是不正确的。提出了一种用于频谱感知的多维稀疏度估计方法。通过相对于紧致离散傅立叶基的对应物进行外推,提出的方法计算字典上的稀疏度级别。一种机器学习估计方法实现了这种推断。大量的模拟验证了高质量的稀疏性估计。为了验证这一观察结果,使用了真实世界的测量,其中最大的土耳其电信运营商之一在852-856 MHz的频率范围内拥有私有上行频段。
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引用次数: 0
Low Complexity Doubly Fractional OTFS Channel Estimation Based on L-BFGS Method 基于L-BFGS方法的低复杂度双分数OTFS信道估计
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118773
Bowen Jia, Pingzhi Fan, Qianli Wang
A low complexity doubly fractional orthogonal time-frequency space (OTFS) channel estimation method is proposed in this paper. In order to deal with the channel spread caused by fractional delay and Doppler frequency shift, and to make full use of channel sparsity in the delay Doppler (DD) domain, the channel response is estimated in the fractional DD domain. In the fractional DD domain, the channel state information (CSI) could be approximately represented by several impulse responses and their corresponding delay Doppler information. Thus, we do not process the whole responses corresponding to the entire DD domain, but find only several impulse responses iteratively. To alleviate the coupling effect between the fractional delay and Doppler dimension, mixed one- and two-dimensional (1&2D) fractional models are used, and then these models are combined in an optimization problem to get the final CSI. To further reduce the complexity, limited Broyden-Fletcher-Goldfarb-Shanno (L-BFGS) method is employed in this paper, thus resulting much reduced complexity, i.e., $mathcal{O}left( {lambda {M_0}{N_0}} right)$, compared with baseline schemes. Our simulation results show that, despite the quite low complexity, the NMSE performance of the proposed scheme is still superior to several classic methods.
提出了一种低复杂度双分数阶正交时频空间(OTFS)信道估计方法。为了处理分数阶延迟和多普勒频移引起的信道扩频,并充分利用延迟多普勒域的信道稀疏性,在分数阶多普勒域估计信道响应。在分数阶DD域中,信道状态信息(CSI)可以由多个脉冲响应及其相应的延迟多普勒信息近似表示。因此,我们不处理对应于整个DD域的整个响应,而是迭代地只找到几个脉冲响应。为了缓解分数时延与多普勒维数之间的耦合效应,采用了一二维混合分数时延模型,然后将这些模型组合在一个优化问题中得到最终的CSI。为了进一步降低复杂度,本文采用了有限的Broyden-Fletcher-Goldfarb-Shanno (L-BFGS)方法,与基线方案相比,复杂度大大降低,即$mathcal{O}left( {lambda {M_0}{N_0}} right)$。仿真结果表明,尽管该方案的复杂度很低,但NMSE性能仍优于几种经典方法。
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引用次数: 1
SCL-GRAND: Lower complexity and better flexibility for CRC-Polar Codes SCL-GRAND:降低CRC-Polar代码的复杂性和灵活性
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118689
Xuanyu Li, K. Niu, Jincheng Dai, Zhi-Wei Tan, Zhiheng Guo
Guessing random additive noise decoding (GRAND) is a recently proposed decoding algorithm which can achieve the error performance of maximum likelihood (ML) decoding. However, GRAND and its variants are only suitable for some short codes with high code rates and have large average query numbers. To mitigate these problems, we propose a successive cancellation list (SCL)-GRAND decoding algorithm for the cyclic redundancy check concatenated polar (CRC-polar) codes. The proposed decoder first divides the received sequence into two subblocks. Then SCL is used to decode the upper subblock and output several candidates into the candidate list. For each candidate, GRAND is used to decode the lower subblock and finally choose the most-likely codeword as the decoded result. Since the SCL is integrated into the SCL-GRAND algorithm, this algorithm can achieve lower complexity and better flexibility than the original GRAND.
猜测随机加性噪声译码(GRAND)是最近提出的一种译码算法,它可以达到最大似然译码的误差性能。但是,GRAND及其变体只适用于一些码率高、平均查询数大的短代码。为了缓解这些问题,我们提出了一种循环冗余校验连接极性(CRC-polar)码的连续取消列表(SCL)-GRAND解码算法。该解码器首先将接收到的序列分成两个子块。然后使用SCL对上面的子块进行解码,并将几个候选块输出到候选列表中。对于每个候选者,GRAND用于解码较低的子块,并最终选择最可能的码字作为解码结果。由于将SCL集成到SCL-GRAND算法中,该算法比原GRAND算法具有更低的复杂度和更好的灵活性。
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引用次数: 0
Non-Orthogonal Multiplexing of eMBB and URLLC in Multi-cell Massive MIMO 多小区大规模MIMO中eMBB和URLLC的非正交复用
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10119121
Giovanni Interdonato, S. Buzzi, C. D’Andrea, L. Venturino
The non-orthogonal coexistence between the enhanced mobile broadband (eMBB) and the ultra-reliable low-latency communication (URLLC) in the downlink of a multi-cell massive MIMO system is investigated in this work. We provide a unified information-theoretic framework blending an infinite-blocklength analysis of the eMBB spectral efficiency (SE) in the ergodic regime with a finite-blocklength analysis of the URLLC error probability. Puncturing (PUNC) and superposition coding (SPC) are considered as alternative coexistence strategies to deal with the inter-service interference. eMBB and URLLC performances are then evaluated over different precoding techniques and power control schemes, by accounting for imperfect channel state information knowledge at the base stations, pilot-based estimation overhead, spatially correlated channels, and the structure of the radio frame. Simulation results reveal that SPC is, in many operating regimes, superior to PUNC in providing higher SE for the eMBB yet achieving the target reliability for the URLLC with high probability. However, PUNC turns to be necessary to preserve the URLLC performance in scenarios where the multi-user interference cannot be satisfactorily alleviated.
研究了增强型移动宽带(eMBB)和超可靠低延迟通信(URLLC)在多小区大规模MIMO系统下行链路中的非正交共存问题。我们提供了一个统一的信息理论框架,将eMBB频谱效率(SE)的无限块长度分析与URLLC错误概率的有限块长度分析混合在一起。穿孔(PUNC)和叠加编码(SPC)被认为是处理服务间干扰的两种共存策略。然后,通过考虑基站不完善的信道状态信息知识、基于导频的估计开销、空间相关信道和无线电帧结构,对不同预编码技术和功率控制方案下的eMBB和URLLC性能进行了评估。仿真结果表明,在许多工况下,SPC在为eMBB提供更高SE的同时,又能以高概率实现URLLC的目标可靠性,优于PUNC。然而,在不能令人满意地缓解多用户干扰的情况下,PUNC成为保持URLLC性能的必要条件。
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引用次数: 0
期刊
2023 IEEE Wireless Communications and Networking Conference (WCNC)
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