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

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Sparse Superimposed Pilot Based Channel Estimation in OTFS Systems 基于稀疏叠加导频的OTFS系统信道估计
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118899
Fathima Jesbin, Sandesh Rao Mattu, A. Chockalingam
Traditional orthogonal time frequency space (OTFS) channel estimation schemes dedicate an entire frame or a part of the frame for accommodating pilot and guard symbols to avoid pilot-data interference, which compromises spectral efficiency. This spectral efficiency loss can be avoided using superimposed pilots, where delay-Doppler (DD) bins in the OTFS frame carries both data and pilot symbols. In this paper, we propose a sparse superimposed pilot scheme for channel estimation, where all the DD bins in a frame carry data symbols and pilot symbols are superimposed over some of them, sparsely. The proposed scheme does not suffer spectral efficiency loss due to pilot/guard symbols. It also has the advantage of more localized pilot-data interference profile that leads to better performance. We derive the minimum mean square error (MMSE) channel estimator for the proposed scheme. We obtain optimum number of pilot symbols per frame and power distribution among data and pilot symbols through simulations. Simulation results show that the proposed scheme achieves better performance at a lesser complexity compared to existing superimposed pilot scheme. An iterative scheme that further improves performance is also proposed.
传统的正交时频空间(OTFS)信道估计方案将整个帧或部分帧用于容纳导频和保护符号,以避免导频数据干扰,从而影响频谱效率。这种频谱效率损失可以使用叠加导频来避免,其中OTFS帧中的延迟多普勒(DD)帧同时携带数据和导频符号。在本文中,我们提出了一种用于信道估计的稀疏叠加导频方案,其中帧中的所有DD箱都携带数据符号,并且导频符号稀疏地叠加在其中一些箱上。该方案不受导频/保护符号的频谱效率损失。它还具有更本地化的导航数据干扰剖面的优势,从而提高了性能。给出了该方案的最小均方误差(MMSE)信道估计器。通过仿真得到每帧最优导频符号数以及数据和导频符号之间的功率分配。仿真结果表明,与现有的叠加试验方案相比,该方案以较低的复杂度获得了更好的性能。提出了一种进一步提高性能的迭代方案。
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引用次数: 1
Low-PAPR Integrated Sensing and Communication Waveform Design 低papr集成传感与通信波形设计
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10119026
Rubing Yao, Zhiqing Wei, Liyan Su, L. Wang, Zhiyong Feng
This paper designs a low peak-to-average power ratio (PAPR) Integrated Sensing and Communication (ISAC) waveform based on OFDM. Firstly, we propose an ISAC waveform structure, in which radar subcarriers within the OFDM symbols are randomly located anywhere within non-contiguous Physical Resource Blocks (PRBs). Using this OFDM-based ISAC waveform structure, the sensing mutual information (MI) between the radar channel and the received waveform is derived and maximized under the constraints of communication data information rate (DIR), PAPR, and transmit power. Then, an optimization algorithm is proposed to obtain the optimal power allocation of subcarriers. Finally, simulation results verify the effectiveness and flexibility of our designed waveform.
本文设计了一种基于OFDM的低峰均功率比(PAPR)集成传感与通信(ISAC)波形。首先,我们提出了一种ISAC波形结构,其中OFDM符号内的雷达子载波随机位于非连续物理资源块(PRBs)内的任何位置。利用这种基于ofdm的ISAC波形结构,在通信数据信息速率(DIR)、PAPR和发射功率的约束下,推导并最大化了雷达信道与接收波形之间的感知互信息(MI)。然后,提出了一种优化算法,以获得子载波的最优功率分配。最后,仿真结果验证了所设计波形的有效性和灵活性。
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引用次数: 0
Cell- and Area-based ML Models: Unlocking High Precision Models for Radio Access Networks 基于小区和区域的机器学习模型:解锁无线接入网络的高精度模型
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118824
Philipp Geuer, Alexandros Palaios, Roman Zhohov
Cellular networks evolve towards future generations, facing unprecedented levels of device and network programmability. At the same time, the new vision of the cyber-physical continuum will rely on diverse network architectures in extremely dense deployments. The emergence of new types of cells, like mobile and drone ones, would rely on instantly available AI/ML algorithms to provide a service within a few seconds after being powered on, avoiding long periods of data collection and training.In this work, we discuss how cell-specific characteristics, like the radio environment, can impact area-based ML models. Even though area-based models simplify the management of ML workflows considerably, there is also a need for cell-based models as these tend to provide better performance. Moreover, we show that area-based models can be part of ML workflow as they can complement cell-based ones. We finalize our work by discussing the possibility of reusing available ML models from other cells as a way of reducing the time needed for applying ML algorithms in newly deployed cells. We provide initial insights on the model re-usability and performance assessment and highlight the need for more research in this direction.In our work, we utilize the data from a test network, allowing us to explore the dynamics of real networks and provide results with increased confidence.
蜂窝网络向下一代发展,面临着前所未有的设备和网络可编程性水平。与此同时,网络物理连续体的新愿景将依赖于极其密集部署中的多种网络架构。新型细胞的出现,如移动细胞和无人机细胞,将依赖于即时可用的AI/ML算法,在通电后几秒钟内提供服务,避免长时间的数据收集和训练。在这项工作中,我们讨论了细胞特异性特征(如无线电环境)如何影响基于区域的机器学习模型。尽管基于区域的模型大大简化了机器学习工作流的管理,但也需要基于单元的模型,因为这些模型往往提供更好的性能。此外,我们表明基于区域的模型可以成为ML工作流的一部分,因为它们可以补充基于细胞的模型。我们通过讨论重用来自其他单元的可用ML模型的可能性来完成我们的工作,以减少在新部署的单元中应用ML算法所需的时间。我们提供了关于模型可重用性和性能评估的初步见解,并强调了在这个方向上进行更多研究的必要性。在我们的工作中,我们利用来自测试网络的数据,使我们能够探索真实网络的动态,并提供更有信心的结果。
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引用次数: 0
Intelligent Reflecting Surfaces Assisted UAV Reliable Communication 智能反射面辅助无人机可靠通信
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10119055
Haiying Peng, Yu Zheng, Peng He, Yaping Cui, Ruyang Wang, Dapeng Wu, Luo Chen
In this paper, we investigate the reliability of intelligent reflecting surface (IRS)-assisted unmanned aerial vehicle (UAV) communications in the case of limited UAV energy. Under constraints of the UAV energy and the channel decoding error rate, we formulate a reliability maximization problem by jointly optimizing the IRS’s scheduling, the UAV’s trajectory, the IRS’s phase shift, and the UAV’s transmit power. Since the partial constraints of the problem are strictly nonconvex and its variables are coupling, the problem is difficult to convert to a nonconvex problem. Therefore, we propose a chaotic adaptation hybrid whale optimization algorithm (CAHWOA) to solve the problem. CAHWOA is implemented by using alternately the chaotic adaptation whale optimization algorithm (CAWOA) and the binary optimization algorithm (BWOA). Simulation results demonstrate that the joint optimization of IRS and UAV can improve the system communication reliability by almost 32% compared with the two baseline schemes. CAHWOA can improve the convergence rate by nearly 20% and enhance the optimization-seeking accuracy by about 0.04 compared with the three baseline algorithms.
本文研究了在无人机能量有限的情况下,智能反射面(IRS)辅助无人机通信的可靠性。在无人机能量和信道译码错误率约束下,通过联合优化IRS调度、无人机轨迹、IRS相移和无人机发射功率,提出了可靠性最大化问题。由于该问题的部分约束是严格非凸的,且其变量是耦合的,因此该问题很难转化为非凸问题。为此,我们提出了一种混沌自适应混合鲸优化算法(CAHWOA)来解决这一问题。CAHWOA是由混沌自适应鲸鱼优化算法(CAWOA)和二元优化算法(BWOA)交替实现的。仿真结果表明,与两种基准方案相比,IRS和UAV联合优化方案可使系统通信可靠性提高近32%。与三种基线算法相比,CAHWOA算法的收敛速度提高了近20%,寻优精度提高了约0.04。
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引用次数: 0
Unsupervised Domain Adaptation for WiFi Gesture Recognition WiFi手势识别的无监督域自适应
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118941
Bin Zhang, Dongheng Zhang, Yang Hu, Yan Chen
Human gesture recognition with WiFi signals has attained acclaim due to the omnipresence, privacy protection, and broad coverage nature of WiFi signals. These gesture recognition systems rely on neural networks trained with a large number of labeled data. However, the recognition model trained with data under certain conditions would suffer from significant performance degradation when applied in practical deployment, which limits the application of gesture recognition systems. In this paper, we propose UDAWiGR, an unsupervised domain adaptation framework for WiFi-based gesture recognition aiming to enhance the performance of the recognition model in new conditions by making effective use of the unlabeled data from new conditions. We first propose a pseudo-labeling method with confidence control constraint to utilize unlabeled data for model training. We then utilize consistency regularization to align the output distribution for enhancing the robustness of neural network under signal perturbations. Furthermore, we propose a cross-match loss to combine the pseudo-labeling and consistency regularization, which makes the whole framework simple yet effective. Extensive experiments demonstrate that the proposed framework could achieve 4.35% accuracy improvement comparing with the state-of-the-art methods on public dataset.
由于WiFi信号的无所不在、隐私保护和广泛覆盖的特性,利用WiFi信号进行人体手势识别获得了广泛的好评。这些手势识别系统依赖于经过大量标记数据训练的神经网络。然而,在一定条件下使用数据训练的识别模型在实际部署中会出现明显的性能下降,这限制了手势识别系统的应用。在本文中,我们提出了一种基于wifi的手势识别的无监督域自适应框架UDAWiGR,旨在通过有效利用来自新条件的未标记数据来提高识别模型在新条件下的性能。首先提出了一种带置信控制约束的伪标注方法,利用未标注数据进行模型训练。然后,我们利用一致性正则化来对齐输出分布,以增强神经网络在信号扰动下的鲁棒性。此外,我们提出了一种交叉匹配损失算法,将伪标记和一致性正则化相结合,使整个框架简单而有效。大量的实验表明,与现有的公共数据集方法相比,该框架的准确率提高了4.35%。
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引用次数: 0
A Portable Base Station Assisted Localization with Grid Bias Elimination 一种便携式基站辅助定位网格偏压消除方法
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118684
Zhuyin Li, Xu Zhu
Localization has always been one of the key issues for security applications. As security systems are turning more intelligent together with the development of smart information technologies, critical requirements for wireless target localization have challenged the traditional positioning techniques, including flexibility, portability, deployment cost, computational efficiency, and estimation accuracy, to name a few. Although the widely- accepted classical algorithm, MUltiple SIgnal Classification (MUSIC), has been proven to be an effective tool for the space-time estimation, it can hardly satisfy localization requirements under such security scenarios due to the high complexity and the bias error led by grid searching. Thus, in this paper, we propose a Joint Angle and Delay Estimation (JADE)-based localization algorithm using only one single portable base station, which eliminates the grid bias with low computational complexity. First, a MUSIC-based coarse JADE approach is proposed; then, a Taylor-series-based refinement method is introduced to eliminate the grid bias; and finally, the target mobile station is localized by the estimated time delay and angle information. The performance is evaluated by numerical simulations under various conditions, compared with five different existing algorithms. Our proposed MT-2D algorithm is proven to achieve a better estimation accuracy for the time delay, angle and position with a relatively low computational cost.
本地化一直是安全应用的关键问题之一。随着智能信息技术的发展,安防系统越来越智能化,对无线目标定位的关键要求对传统的定位技术提出了挑战,包括灵活性、可移植性、部署成本、计算效率和估计精度等。尽管被广泛接受的经典算法多信号分类(MUltiple SIgnal Classification, MUSIC)已被证明是一种有效的时空估计工具,但由于其高复杂度和网格搜索导致的偏置误差,难以满足此类安全场景下的定位要求。因此,在本文中,我们提出了一种基于联合角度和延迟估计(JADE)的定位算法,该算法仅使用一个便携式基站,以较低的计算复杂度消除了网格偏差。首先,提出了一种基于音乐的粗JADE方法;然后,引入基于泰勒级数的细化方法消除网格偏差;最后利用估计的时延和角度信息对目标移动站进行定位。通过各种条件下的数值模拟,比较了五种不同的现有算法的性能。实验证明,本文提出的MT-2D算法对时延、角度和位置有较好的估计精度,且计算成本相对较低。
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引用次数: 0
Optimal Placement of Reconfigurable Intelligent Surfaces with Random Obstacle Distribution 具有随机障碍分布的可重构智能曲面的最优布局
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118608
Jingyuan Zhang, D. Blough
Reconfigurable intelligent surfaces (RISs) have been a promising technology to maintain connection performance for millimeter wave (mmWave) communication in non-line-of-sight (NLoS) case by providing an indirect link between access point and user. In this paper, we explore the advantage of multi-RIS deployment to improve connection probability in a scenario with randomly distributed obstacles by solving a modified thinnest covering problem. Optimal RIS deployment in 3D scenario up to six RISs and selection of RIS number based on room size are investigated analytically. A heuristic optimization method of RIS size and orientation is also proposed to guarantee adequate received signal strength. The proposed deployment strategy is validated by simulation that connection probability is significantly improved with only very few RISs.
可重构智能表面(RISs)通过在接入点和用户之间提供间接链接,在非视距(NLoS)情况下保持毫米波(mmWave)通信的连接性能,是一种很有前途的技术。本文通过解决一个改进的最薄覆盖问题,探讨了多ris部署在随机分布障碍物场景下提高连接概率的优势。分析了三维场景下最多6个RIS的最优部署和基于房间大小的RIS数量选择。为保证接收信号强度,提出了RIS尺寸和方向的启发式优化方法。通过仿真验证了所提出的部署策略,在较少的RISs情况下显著提高了连接概率。
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引用次数: 1
Multi-Armed Bandit Framework for Resource Allocation in Uplink NOMA Networks 上行NOMA网络中资源分配的多武装强盗框架
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118826
Amani Benamor, Oussama Habachi, I. Kammoun, J. Cances
Attracted by the advantages of Non-Orthogonal Multiple Access (NOMA) in accommodating multiple users within the same resources, this paper jointly addresses the resource allocation and power control problem for Machine Type Devices (MTDs) in a Hybrid NOMA system. Particularly, we model the problem using a Mean Field Game (MFG) framework underlying a Multi-Armed Bandit (MAB) approach. Firstly, the devices invoke the MAB tool to arrange themselves into multiple NOMA coalitions. Then, within each coalition, the MTDs apply the MFG approach to autonomously adjust their transmit power based on limited feedback received from the Base Station (BS). Simulation results are given to illustrate the equilibrium behavior of the proposed resource allocation algorithm and to underline its robustness compared to existing works in the literature.
摘要针对非正交多址(NOMA)在同一资源内容纳多个用户的优势,共同研究了混合NOMA系统中机型设备(MTDs)的资源分配和功率控制问题。特别是,我们使用基于多武装强盗(MAB)方法的平均场博弈(MFG)框架对问题进行建模。首先,设备调用MAB工具将自己安排到多个NOMA联盟中。然后,在每个联盟中,mtd应用MFG方法根据从基站(BS)收到的有限反馈自主调整其发射功率。仿真结果说明了所提出的资源分配算法的均衡行为,并强调了其与现有文献相比的鲁棒性。
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引用次数: 0
Robust OFDM Shared Waveform Design and Resource Allocation for the Integrated Sensing and Communication System 集成传感通信系统中OFDM共享波形的鲁棒设计与资源分配
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118730
Xinyue Cao, Liang Tang, Fei Shen, Yueyue Zhang, Feng Yan, Chao Wang
With the rapid development of wireless communications, integrated sensing and communication (ISAC) has attracted considerable attentions, which enables both data transmission and target detection simultaneously by spectrum sharing. The adaptive Orthogonal Frequency Division Multiplexing (OFDM) shared waveform design can dynamically adjust power allocation based on the preferences of the radar or communication system, which achieves optimal ISAC performance with given static channel conditions. For the perfect channel state information (CSI) is hard to obtain due to the feedback errors, we then propose a robust OFDM shared waveform design, which achieves better performance under the worst-case channel states. The Karush-Kuhn-Tucker (KKT) conditions are formulated and an improved greedy algorithm is introduced to adjust the bit and power allocation on each subcarrier adaptively. Theoretical analysis and simulation results verify the effectiveness of the proposed algorithm for the joint optimization of both radar and communication systems.
随着无线通信的快速发展,集成传感与通信技术(ISAC)受到了广泛的关注,该技术通过频谱共享实现数据传输和目标检测的同时进行。自适应正交频分复用(OFDM)共享波形设计可以根据雷达或通信系统的偏好动态调整功率分配,在给定静态信道条件下实现最优的ISAC性能。针对反馈误差难以获得完美信道状态信息的问题,提出了一种鲁棒OFDM共享波形设计,该设计在最坏信道状态下取得了较好的性能。提出了KKT条件,并引入了一种改进的贪心算法自适应地调整每个子载波上的比特和功率分配。理论分析和仿真结果验证了该算法对雷达和通信系统联合优化的有效性。
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引用次数: 2
Secrecy Analysis of a Dual-Hop Wireless Network with Independent Eavesdroppers and Outdated CSI 具有独立窃听器和过时CSI的双跳无线网络的保密性分析
Pub Date : 2023-03-01 DOI: 10.1109/WCNC55385.2023.10118636
Elmehdi Illi, M. Qaraqe, Faissal El Bouanani, S. Al-Kuwari
In this paper, the secrecy of a dual-hop unmanned aerial vehicle-based wireless communication system, in the presence of mobility and imperfect channel state information (CSI), is investigated. The system consists of a decode-and-forward relay connecting a source and destination node. The transmission is performed under the presence of two eavesdroppers aiming to intercept independently the source-relay and source-destination communication channels. It is assumed that the transmitters are equipped with one transmit antenna, while the receivers have multiple receive antennas. Based on the statistical properties of the per-hop signal-to-noise ratio (SNR), a closed-form formula for the network’s secrecy intercept probability (IP) is derived, in terms of the main system and channel parameters. The results correlate the impact of such parameters on the secrecy level of the system, where the latter can be enhanced by increasing the number of antennas at the legitimate receivers and the average SNRs of the legitimate links. Furthermore, it is shown that as the CSI imperfection level, nodes’ speed, delay, and carrier frequency increase, the system’s secrecy degrades. All the derived results are verified through Monte Carlo simulations.
研究了存在机动性和不完全信道状态信息的双跳无人机无线通信系统的保密性问题。该系统由连接源节点和目的节点的译码转发中继组成。该传输是在两个窃听器存在的情况下进行的,目的是分别拦截源-中继和源-目的通信信道。假设发射机有一个发射天线,而接收机有多个接收天线。基于每跳信噪比(SNR)的统计特性,导出了基于主要系统参数和信道参数的网络保密截获概率(IP)的封闭公式。结果将这些参数对系统保密级别的影响联系起来,其中后者可以通过增加合法接收器的天线数量和合法链路的平均信噪比来增强。此外,随着CSI不完善程度、节点的速度、延迟和载波频率的增加,系统的保密性降低。通过蒙特卡洛仿真验证了所得结果。
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引用次数: 1
期刊
2023 IEEE Wireless Communications and Networking Conference (WCNC)
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