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A switching norm based least mean Square/Fourth adaptive technique for sparse channel estimation and echo cancellation 基于切换规范的最小均方/四次自适应技术,用于稀疏信道估计和回声消除
IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-29 DOI: 10.1016/j.phycom.2024.102482
Ansuman Patnaik, Sarita Nanda

To realize rapid data transmission, the broadband transmission technique is being extensively explored and applied in existing wireless communication systems. The multi-path channel in broadband wireless communication systems is sparse and this sparsity can be used as prior knowledge to estimate the channel. To make use of sparsity, this paper recommends a switching norm-based least mean square/fourth (SN-LMS/F) adaptive approach for sparse channel estimation and echo cancellation. The suggested SN-LMS/F is implemented by adding a soft parameter adjustment function (SPF) into the conventional LMS/F adaptive method's cost function and utilizes both the l0 and l1 norm to exploit system sparsity with reduced complexity. The simulated output indicates that the suggested SN-LMS/F adaptive technique provides a more desirable performance for sparse channel estimation and echo cancellation with reduced execution time.

为了实现快速数据传输,宽带传输技术在现有的无线通信系统中得到了广泛的探索和应用。宽带无线通信系统中的多径信道是稀疏的,这种稀疏性可以用作估计信道的先验知识。为了利用稀疏性,本文推荐了一种基于交换规范的最小均方/四次方(SN-LMS/F)自适应方法,用于稀疏信道估计和回声消除。建议的 SN-LMS/F 是通过在传统 LMS/F 自适应方法的成本函数中添加软参数调整函数 (SPF) 来实现的,它同时利用 l0 和 l1 准则来利用系统稀疏性,并降低了复杂性。仿真结果表明,建议的 SN-LMS/F 自适应技术在稀疏信道估计和回声消除方面提供了更理想的性能,并缩短了执行时间。
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引用次数: 0
Energy-aware and spectrum-efficient massive random access mechanism for ultra-reliable low latency communications 用于超可靠低延迟通信的能量感知和频谱高效大规模随机接入机制
IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-25 DOI: 10.1016/j.phycom.2024.102478
Nahid Mohammadi, Behrouz Shahgholi Ghahfarokhi, Mohammad Reza Khayyambashi, Naser Movahedinia

With the growing demand for Internet of Things (IoT) applications, supporting massive access to the media is a necessary requirement in 5G cellular networks. Accommodating the stringent requirements of Ultra-Reliable Low Latency Communications (URLLC) is a challenge in massive access to the medium. The random-access procedure is of the most challenging issues in massive IoT (mIoT) networks with URLL requirements as a high number of channel access requests result in high channel access latency or low reliability. In previous works, some solutions have been proposed to solve this challenge including grant-free access, priority-based access, and grouping nodes to restrict random access requests to groups’ leaders. Particularly, previous idea that is based on grouping, clusters the devices with similar reaction against an event to a group, which is not always applicable for various IoT applications. This research proposes a novel device grouping to improve the random-access procedure of mIoT devices with URLLC requirements. In the proposed method, device grouping is accomplished based on the analysis of devices’ traffic. A similarity index is used to obtain the similarity of time series made from historical traffic patterns of devices and then, an innovative algorithm is proposed to group the devices based on this index. Grouping devices based on similar traffic patterns, provides access to the media with less complexity and more efficiency for a large number of devices. Performance of the proposed approach is evaluated using simulations and real traffic dataset. The evaluation results show higher suitability of proposed method compared to the baseline mechanism of LTE and the previous method in terms of access failures (which affects delay and reliability) and energy consumption. For a usual setting, the channel access failure decreases by about 94 % compared to the previous method and by 0.88 % compared to LTE. The energy consumption also improves by about 1.8 % compared to LTE and by 1.2 % compared to previous method. Moreover, the results show that the proposed method is appropriate for IoT applications with regular traffic patterns.

随着物联网(IoT)应用需求的不断增长,支持海量媒体接入是 5G 蜂窝网络的必要条件。如何满足超可靠低延迟通信(URLLC)的严格要求是大规模接入介质的一个挑战。在有 URLL 要求的大规模物联网(mIoT)网络中,随机接入程序是最具挑战性的问题,因为大量信道接入请求会导致高信道接入延迟或低可靠性。在以前的工作中,已经提出了一些解决方案来解决这一难题,包括免授权访问、基于优先级的访问以及将节点分组以限制组长的随机访问请求。特别是以前基于分组的想法,会将对事件有相似反应的设备聚为一组,这并不总是适用于各种物联网应用。本研究提出了一种新颖的设备分组方法,以改进具有 URLLC 要求的移动物联网设备的随机访问程序。在所提出的方法中,设备分组是基于对设备流量的分析来完成的。利用相似性指数来获取设备历史流量模式时间序列的相似性,然后根据该指数提出一种创新算法来对设备进行分组。根据相似的流量模式对设备进行分组,可使大量设备以更低的复杂度和更高的效率访问媒体。通过模拟和真实流量数据集对所提方法的性能进行了评估。评估结果表明,与 LTE 基线机制和以前的方法相比,建议的方法在接入失败(影响延迟和可靠性)和能耗方面更合适。在通常情况下,信道接入失败率比以前的方法降低了约 94%,比 LTE 降低了 0.88%。与 LTE 相比,能耗也降低了约 1.8%,与之前的方法相比降低了 1.2%。此外,研究结果表明,所提出的方法适用于具有常规流量模式的物联网应用。
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引用次数: 0
Joint vehicular power and RIS reflection coefficient optimization to maximize the minimum bit rate in VANETs 联合优化车辆功率和 RIS 反射系数,最大化 VANET 中的最小比特率
IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-24 DOI: 10.1016/j.phycom.2024.102481
Jialin Zhu , Demin Li , Xuemin Chen

Reconfigurable intelligent surfaces (RISs) have recently gained significant attention for improving reliability in vehicular communications. However, ensuring reliable communication between far-distance vehicles remains a challenge. This work investigates an RIS-aided vehicular ad hoc network (VANET) in a road section where the distance between vehicles is too large for a single roadside unit (RSU) to provide reliable communication. We propose a novel RIS architecture where several RIS panels are connected by cables and each is equipped with a power amplifier. We then optimize vehicle power and RIS reflection coefficients to maximize the minimum bit rate of the VANET. Due to the non-convex nature of the formulated problem, we use fraction programming (FP) to reformulate it into a convex form, allowing solution using tools like CVX which is a MATLAB-based modeling system for convex optimization. The reformulated problem is then decoupled into subproblems. Block coordinate descent (BCD) is employed to optimize all variables alternately and obtain the joint optimal solution. Additionally, the alternating direction method of multipliers (ADMM) ensures that the phase shift of each reflecting element remains a unit vector. Finally, semidefinite relaxation (SDR) is used to solve the boolean quadratically constrained problem. Simulation results demonstrate the effectiveness of the proposed method and confirm that our architecture outperforms conventional approaches.

最近,可重构智能表面(RIS)在提高车辆通信可靠性方面获得了极大关注。然而,确保远距离车辆之间的可靠通信仍然是一项挑战。这项研究探讨了在车辆间距过大,单个路边装置(RSU)无法提供可靠通信的路段,建立一个由 RIS 辅助的车载 ad hoc 网络(VANET)。我们提出了一种新颖的 RIS 架构,即多个 RIS 面板通过电缆连接,每个面板配备一个功率放大器。然后,我们优化车辆功率和 RIS 反射系数,以最大限度地提高 VANET 的最小比特率。由于所提问题的非凸性质,我们使用分数编程(FP)将其重新表述为凸形式,从而可以使用 CVX 等工具进行求解,CVX 是一种基于 MATLAB 的凸优化建模系统。然后,将重构后的问题分解为多个子问题。采用块坐标下降法(BCD)交替优化所有变量,获得联合最优解。此外,交替方向乘法(ADMM)可确保每个反射元素的相移保持为单位矢量。最后,半定量松弛法(SDR)用于解决布尔二次约束问题。仿真结果证明了所提方法的有效性,并证实我们的架构优于传统方法。
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引用次数: 0
A robust OFDM IM-QAM NOMA scheme for URLLC and eMBB downlink service coexistence 用于 URLLC 和 eMBB 下行链路服务共存的稳健 OFDM IM-QAM NOMA 方案
IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-22 DOI: 10.1016/j.phycom.2024.102472
Athanasios C. Iossifides , Athanasios Lioumpas , Traianos V. Yioultsis

This work introduces a non-orthogonal multiple access (NOMA) scheme suitable for low-rate ultra-reliable low-latency communication (URLLC) and enhanced mobile broadband (eMBB) services multiplexing in downlink communication. Tailored to minimize mutual interference, URLLC information is conveyed via a modified index modulation (IM) scheme on top of quadrature amplitude modulation (QAM) transferring eMBB traffic. Aiming at providing a proof of concept of the proposed scheme, we calculate the bit error rate of both services over Rayleigh fading with diversity, as well as the eMBB service achievable rate with typical multi-input multi-output (MIMO) configuration when the URLLC service utilizes space–time coding or diversity. The proposed scheme achieves a low bit error rate for the URLLC IM signal, at the cost of a lower information rate, while affecting the performance of the eMBB user mainly due to power sharing among the IM and QAM signals. To further investigate the feasibility of the proposed scheme, we calculate the transmission energy required by the base station to support both services over a typical cellular channel model, for various service requirements and user distances, in comparison to an orthogonal multiple access (OMA) puncturing scheme utilizing time-multiplexing of QAM for the eMBB traffic and BPSK for the URLLC traffic. Overall, our results show that the proposed scheme attains better performance compared to the puncturing scheme and offers a robust solution with easy user pairing for low-rate URLLC and typical eMBB downlink service multiplexing for 5G communications and beyond.

这项研究介绍了一种非正交多址(NOMA)方案,适用于下行链路通信中的低速率超可靠低延迟通信(URLLC)和增强型移动宽带(eMBB)服务复用。为最大限度地减少相互干扰,URLLC 信息是在传输 eMBB 流量的正交调幅(QAM)基础上通过改进的指数调制(IM)方案传输的。为了验证所提方案的概念,我们计算了两种服务在瑞利衰落和分集情况下的误码率,以及当 URLLC 服务采用时空编码或分集时,eMBB 服务在典型多输入多输出(MIMO)配置下的可实现速率。提议的方案为 URLLC IM 信号实现了较低的误码率,但代价是较低的信息速率,同时主要由于 IM 和 QAM 信号之间的功率共享而影响了 eMBB 用户的性能。为了进一步研究建议方案的可行性,我们计算了基站在典型蜂窝信道模型上支持两种服务所需的传输能量,并将其与利用 QAM 的时间多路复用(eMBB 流量)和 BPSK 的时间多路复用(URLLC 流量)的正交多路访问(OMA)穿刺方案进行比较,以满足不同的服务要求和用户距离。总之,我们的研究结果表明,与穿刺方案相比,建议的方案性能更佳,并为低速率 URLLC 和典型 eMBB 下行链路服务复用提供了一种稳健的解决方案,且用户配对简单,适用于 5G 通信及其他领域。
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引用次数: 0
DFT-spread OTFS-NOMA for downlink integrated positioning and communication 用于下行链路综合定位和通信的 DFT 展开 OTFS-NOMA
IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-22 DOI: 10.1016/j.phycom.2024.102476
Qiang Lv, Jianhe Du, Yuanzhi Chen, Weijia Yu, Peng Zhang

In this article, a non-orthogonal multiple-access (NOMA) transmission system that incorporates discrete Fourier transform (DFT) spread orthogonal time-frequency space (OTFS) modulation is proposed for the downlink integrated positioning and communication (IPAC). This system is designed to decrease the Peak-to-Average Power Ratio (PAPR) within the OTFS-NOMA system while simultaneously serving both communication user (CU) and positioning user (PU) within the same time-frequency resources. Firstly, we demonstrate the applicability of the proposed DFT-spread OTFS-NOMA (DFT-s-OTFS-NOMA) system for downlink transmission. It efficiently serves both the CU and PU concurrently within the same time and frequency resources, thereby increasing spectrum utilization. Subsequently, we develop a two-stage parameter estimation algorithm focusing on accurate positioning parameter estimation for PU and precise channel estimation for CU. Then, the position of the PU is estimated using the time of arrival (TOA) model and the linear least squares (LLS) approach. Simulation demonstrates a 9 dB PAPR reduction in the proposed system compared to the existing OTFS-NOMA system. Additionally, the proposed two-stage positioning method for the PU achieves centimeter-level accuracy in position estimation and near millimeter-per-second-level accuracy in velocity estimation. What is more, the performance of channel estimation and symbol detection, aided by the PU signal in the DFT-s-OTFS-NOMA system, demonstrates resilience against Doppler effects without the need for reliance on pilots. This ensures sustained an effective Bit Error Rate (BER) even in time-variant high mobility scenarios.

本文提出了一种非正交多址(NOMA)传输系统,该系统采用离散傅里叶变换(DFT)传播正交时频空间(OTFS)调制,用于下行链路综合定位和通信(IPAC)。该系统旨在降低 OTFS-NOMA 系统内的峰均功率比 (PAPR),同时在相同的时频资源内为通信用户 (CU) 和定位用户 (PU) 提供服务。首先,我们展示了所提出的 DFT-spread OTFS-NOMA (DFT-s-OTFS-NOMA)系统在下行链路传输中的适用性。该系统在相同的时间和频率资源内同时为 CU 和 PU 提供高效服务,从而提高了频谱利用率。随后,我们开发了一种两阶段参数估计算法,重点关注 PU 的精确定位参数估计和 CU 的精确信道估计。然后,使用到达时间(TOA)模型和线性最小二乘法(LLS)估算 PU 的位置。仿真表明,与现有的 OTFS-NOMA 系统相比,拟议系统的 PAPR 降低了 9 dB。此外,为 PU 提出的两阶段定位方法在位置估计方面达到了厘米级精度,在速度估计方面接近每秒毫米级精度。更重要的是,在 DFT-s-OTFS-NOMA 系统中,由 PU 信号辅助的信道估计和符号检测表现出了对多普勒效应的适应能力,而无需依赖先导信号。这确保了即使在时变的高移动性场景中也能保持有效的误码率(BER)。
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引用次数: 0
Hybrid CNN-transformer network for efficient CSI feedback 用于高效 CSI 反馈的混合 CNN 变压器网络
IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-22 DOI: 10.1016/j.phycom.2024.102477
Ruohan Zhao, Ziang Liu, Tianyu Song, Jiyu Jin, Guiyue Jin, Lei Fan

In recent years, many deep learning-based methods have been utilized for the feedback of Channel State Information (CSI) in massive MIMO systems. The Transformer-based networks leverage global self-attention mechanisms that can effectively capture remote correlations between antennas, while Convolutional Neural Networks (CNNs) excel in acquiring local information. To balance the advantages of both, this paper proposes an Efficient Feature Aggregation Network called EFANet, which hybrid CNNs and Transformer. Specifically, we propose a Refined Window Multi-head Self-Attention (RW-MSA) through hybrid Convolutional Embedding Unit (CEU) and Window Multi-head Self-Attention (W-MSA) to reduce information loss between windows and achieve efficient feature aggregation. Additionally, we develop a Local Enhanced Feedforward Network (LEFN) to further integrate local information in the CSI matrix and model detailed features of different regions. Finally, the Compensation Unit (CU) is designed to further compensate for global-local features in the CSI matrix. Through the above design, the global and local features are fully interactive to reduce information loss. Numerous experiments have shown that the proposed method achieves better CSI reconstruction performance while reducing computational complexity.

近年来,许多基于深度学习的方法被用于大规模多输入多输出(MIMO)系统中的信道状态信息(CSI)反馈。基于变压器的网络利用全局自注意机制,能有效捕捉天线之间的远程相关性,而卷积神经网络(CNN)则擅长获取本地信息。为了平衡两者的优势,本文提出了一种混合 CNN 和 Transformer 的高效特征聚合网络,即 EFANet。具体来说,我们通过混合卷积嵌入单元(CEU)和窗口多头自注意力(W-MSA),提出了精炼窗口多头自注意力(RW-MSA),以减少窗口间的信息丢失,实现高效特征聚合。此外,我们还开发了本地增强前馈网络(LEFN),以进一步整合 CSI 矩阵中的本地信息,并对不同区域的详细特征进行建模。最后,我们还设计了补偿单元(CU),以进一步补偿 CSI 矩阵中的全局和局部特征。通过上述设计,全局和局部特征可以充分互动,从而减少信息损失。大量实验表明,所提出的方法在降低计算复杂度的同时,实现了更好的 CSI 重建性能。
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引用次数: 0
An experimental analysis of outdoor UAV localisation through diverse estimators and crowd-sensed data fusion 通过多样化估算器和人群感应数据融合实现室外无人机定位的实验分析
IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-21 DOI: 10.1016/j.phycom.2024.102475
Mostafa Mohamed Ahmed , Mahmoud A. Shawky , Shady Zahran , Adel Moussa , Naser EL-Shimy , Adham A. Elmahallawy , Shuja Ansari , Syed Tariq Shah , Ahmed Gamal Abdellatif

Motivated by the challenge of achieving precise 3D outdoor localisation for unmanned aerial vehicles (UAVs) in global navigation satellite system (GNSS)-denied environments, this paper introduces an innovative technique. Integrating crowd-sensed data fusion to counter inertial navigation system (INS) drift during GNSS signal outages, the proposed method exploits diverse estimators to enhance its efficacy. A micro lightweight frequency modulated continuous wave (FMCW) radar mounted on the UAV captures ground scatterer reflections, processed via fast Fourier transform (FFT) to generate a range-Doppler map. This map facilitates forward velocity estimation during GNSS signal loss. This approach employs adaptive thresholding, image binarisation, and connected components-based techniques for target detection from a computer vision standpoint. The derived radar-based velocity fuses with magnetometer, barometer, and inertial measurement unit (IMU) data using diverse estimators like extended Kalman filter (EKF) and particle filter (PF). Real-time flight data evaluation and simulated outage periods using EKF and PF validate the outdoor localisation system. Experimental analyses demonstrate substantial improvements, enhancing 3D positioning accuracy by 99.89% and 99.83% for the initial and subsequent flights, respectively, leveraging PF to fortify the standalone INS mode during GNSS signal loss. This approach significantly enhances UAV localisation precision, particularly in challenging GNSS-denied scenarios, showcasing the potential for real-world applications.

在全球导航卫星系统(GNSS)屏蔽的环境中,无人驾驶飞行器(UAV)要实现精确的三维室外定位,这是一项挑战,受此激励,本文提出了一种创新技术。在全球导航卫星系统(GNSS)信号中断期间,所提出的方法整合了人群感应数据融合以应对惯性导航系统(INS)漂移,并利用不同的估计器来提高其功效。安装在无人机上的微型轻量级频率调制连续波(FMCW)雷达捕捉地面散射体的反射,通过快速傅里叶变换(FFT)处理生成测距-多普勒图。该图有助于在全球导航卫星系统信号丢失时估算前向速度。这种方法采用自适应阈值、图像二值化和基于连接组件的技术,从计算机视觉角度进行目标检测。利用扩展卡尔曼滤波器(EKF)和粒子滤波器(PF)等不同的估算器,将基于雷达的速度与磁力计、气压计和惯性测量单元(IMU)数据融合。使用 EKF 和 PF 进行的实时飞行数据评估和模拟中断期验证了室外定位系统。实验分析表明,利用粒子滤波器在全球导航卫星系统(GNSS)信号丢失时强化独立 INS 模式,可大幅提高三维定位精度,首次飞行和后续飞行的定位精度分别提高了 99.89% 和 99.83%。这种方法大大提高了无人飞行器的定位精度,尤其是在具有挑战性的全球导航卫星系统失效情况下,展示了其在现实世界中的应用潜力。
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引用次数: 0
Performance analysis of CDRT based cognitive NOMA vehicular networks with ambient backscatter relays 基于 CDRT 的认知 NOMA 车辆网络与环境反向散射中继的性能分析
IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-17 DOI: 10.1016/j.phycom.2024.102470
Lin Su , Fan Wang , Ce Li

In order to improve the increasing spectrum requirements and the unguaranteed quality of service (QoS) for edge users in the internet of vehicles (IoV), many techniques such as cognitive radio (CR), non-orthogonal multiple access (NOMA) and coordinated direct and relay transmission (CDRT) have been proposed. To further enhance the spectrum utilization, this paper combines the above techniques with ambient backscatter communications (AmBC), which replaces the traditional relay in the network with a backscatter device (BD). When BD meets certain energy constraints (EC), an optimal dynamic reflect coefficient (RC) is enabled to promote the reflection effect. In this work, firstly, establish a CDRT-based CR-NOMA vehicular network with an ambient backscatter relay. Secondly, the closed expression for the outage probability of each secondary user is obtained with the help of Gauss Laguerre quadrature and Gauss Chebyshev quadrature. Then the system throughput analysis and the asymptotic analysis of each user when the maximum transmitting power as well as the interference temperature constrains (ITC) tends to infinity are performed. Finally, we performed simulations to reveal the impact of AmBC and ITC on edge users. Comparisons are also made with the system using fixed RC, the conventional system and its orthogonal multiple access (OMA) counterpart, demonstrating the superiority of our proposed system in improving the performance of edge users.

为了改善车联网(IoV)中日益增长的频谱需求和边缘用户无法保证的服务质量(QoS),人们提出了许多技术,如认知无线电(CR)、非正交多址接入(NOMA)和协调直接与中继传输(CDRT)。为了进一步提高频谱利用率,本文将上述技术与环境反向散射通信(AmBC)相结合,用反向散射设备(BD)取代网络中的传统中继器。当 BD 满足一定的能量限制(EC)时,启用最佳动态反射系数(RC)来促进反射效果。在这项工作中,首先,建立一个基于 CDRT 的 CR-NOMA 车辆网络,其中包含一个环境反向散射中继器。其次,借助高斯-拉盖尔正交和高斯-切比雪夫正交,得到各二级用户中断概率的封闭表达式。然后,进行了系统吞吐量分析以及最大发射功率和干扰温度约束(ITC)趋于无穷大时每个用户的渐近分析。最后,我们进行了仿真,以揭示 AmBC 和 ITC 对边缘用户的影响。我们还与使用固定 RC 的系统、传统系统及其对应的正交多址接入 (OMA) 系统进行了比较,证明了我们提出的系统在提高边缘用户性能方面的优越性。
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引用次数: 0
Closed-form energy-based signal detection analysis in presence of a Lomax fading channel in full hyper-Rayleigh regime 全超瑞利模式下洛马克斯衰减信道存在时基于能量的闭式信号检测分析
IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-16 DOI: 10.1016/j.phycom.2024.102473
Aleksey S. Gvozdarev, Tatyana K. Artemova

The presented research examines the energy-based spectrum sensing problem of a signal transmitted over a wireless communication channel with severe fading. To account for the most challenging propagation conditions, a recently developed Lomax wireless channel model was utilized, which exhibits hyper-Rayleigh characteristics over the entire range of possible parameter values. For the channel model under consideration, the existence of the specific hyper-Rayleigh regimes (i.e., weak, strong, and full) are identified asymptotically and studied numerically for a finite signal-to-noise ratio. For the most severe fading conditions, the system’s performance was assessed in terms of the average probability of detection, receiver operating characteristics, and area under the curve. These metrics were derived in closed-form for the cases of Maximum Ratio Combining at the receiver and without diversity reception. The obtained expressions were analyzed via numerical and statistical simulation as functions of system and channel parameters, including the sensing base, average signal-to-noise ratio, and scale parameter for the signal-to-noise probability distribution. The results from numerical simulations were compared with existing regulations specified in the 5G standard for energy-based detection in medium access procedures.

本研究探讨了在具有严重衰落的无线通信信道上传输信号的基于能量的频谱感应问题。为了考虑最具挑战性的传播条件,我们采用了最近开发的 Lomax 无线信道模型,该模型在整个可能的参数值范围内都表现出超瑞利特性。对于所考虑的信道模型,在有限信噪比的条件下,对特定超雷利区(即弱、强和全)的存在进行了渐近识别和数值研究。在最严重的衰减条件下,系统的性能通过平均检测概率、接收器工作特性和曲线下面积进行评估。这些指标是在接收器最大比组合和无分集接收的情况下以闭合形式得出的。通过数值和统计模拟分析了所得表达式与系统和信道参数的函数关系,包括传感基数、平均信噪比和信噪比概率分布的比例参数。数值模拟的结果与 5G 标准中规定的介质访问程序中基于能量的检测的现有规定进行了比较。
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引用次数: 0
Efficient resource allocation using whale optimization for cell-free massive MIMO networks in 6G HetNet 利用鲸鱼优化为 6G HetNet 中的无小区大规模 MIMO 网络提供高效资源分配
IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-16 DOI: 10.1016/j.phycom.2024.102467
Saurabh Kumar Mishra, Moirangthem Biken Singh, Deewanshu Sharma, Ajay Pratap

The increase in data rate demands has driven the development of Cell-Free massive Multiple-Input Multiple-Output (CFmMIMO) technology in 6G Heterogeneous Networks (HetNets). This paper proposes an integration of Unmanned Aerial Vehicles (UAVs) and Device-to-Device (D2D) communication in CFmMIMO, aiming to enhance network capacity, coverage, and service delivery in next-generation wireless networks. The paper investigates uplink transmission in a network where Access Points (APs) have imperfect channel state information. It considers Cell-free User Equipment (CUE), UAVs, and D2D pairs, deriving closed-form uplink achievable rates for each user type. Moreover, two optimization problems are formulated to enhance user data rates: one focuses on maximizing the sum data rate through pilot assignment, while the other aims to achieve weighted max–min power control through power allocation. Furthermore, to address these problem, we propose a Modified Whale Optimization Algorithm (MWOA) and a novel Pilot Assignment based on Whale Optimization Algorithm (PAWOA). Performance studies demonstrate significant improvements over state-of-the-art algorithms.

数据传输速率需求的增长推动了 6G 异构网络(HetNets)中无蜂窝大规模多输入多输出(CFmMIMO)技术的发展。本文提出在 CFmMIMO 中集成无人机(UAV)和设备到设备(D2D)通信,旨在增强下一代无线网络的网络容量、覆盖范围和服务交付。本文研究了接入点(AP)信道状态信息不完善的网络中的上行链路传输。它考虑了无小区用户设备(CUE)、无人机和 D2D 对,得出了每种用户类型的闭式上行链路可达速率。此外,还提出了两个优化问题以提高用户数据速率:一个问题的重点是通过先导分配最大化总数据速率,另一个问题的目的是通过功率分配实现加权最大最小功率控制。此外,为了解决这些问题,我们提出了一种修正的鲸鱼优化算法(MWOA)和一种新颖的基于鲸鱼优化算法的先导分配算法(PAWOA)。性能研究表明,与最先进的算法相比,这两种算法都有明显改善。
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Physical Communication
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