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Detecting malicious pilot contamination in multiuser massive MIMO using decision trees 利用决策树检测多用户大规模多输入多输出(MIMO)中的恶意先导污染
IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-06-03 DOI: 10.1007/s11235-024-01163-0
Pedro Ivo da Cruz, Dimitri Leandro, Tito Spadini, Ricardo Suyama, Murilo Bellezoni Loiola

Massive multiple-input multiple-output (MMIMO) is essential to modern wireless communication systems, like 5G and 6G, but it is vulnerable to active eavesdropping attacks. One type of such attack is the pilot contamination attack (PCA), where a malicious user copies pilot signals from an authentic user during uplink, intentionally interfering with the base station’s (BS) channel estimation accuracy. In this work, we propose to use a Decision Tree (DT) algorithm for PCA detection at the BS in a multi-user system. We present a methodology to generate training data for the DT classifier and select the best DT according to their depth. Then, we simulate different scenarios that could be encountered in practice and compare the DT to a classical technique based on likelihood ratio testing (LRT) submitted to the same scenarios. The results revealed that a DT with only one level of depth is sufficient to outperform the LRT. The DT shows a good performance regarding the probability of detection in noisy scenarios and when the malicious user transmits with low power, in which case the LRT fails to detect the PCA. We also show that the reason for the good performance of the DT is its ability to compute a threshold that separates PCA data from non-PCA data better than the LRT’s threshold. Moreover, the DT does not necessitate prior knowledge of noise power or assumptions regarding the signal power of malicious users, prerequisites typically essential for LRT and other hypothesis testing methodologies.

大规模多输入多输出(MMIMO)对 5G 和 6G 等现代无线通信系统至关重要,但它很容易受到主动窃听攻击。其中一种攻击是先导污染攻击(PCA),即恶意用户在上行链路中复制真实用户的先导信号,故意干扰基站(BS)的信道估计精度。在这项工作中,我们建议在多用户系统中使用决策树(DT)算法在基站进行 PCA 检测。我们提出了一种为 DT 分类器生成训练数据并根据其深度选择最佳 DT 的方法。然后,我们模拟了在实践中可能遇到的不同场景,并将 DT 与基于似然比测试 (LRT) 的经典技术进行了比较。结果表明,只有一级深度的 DT 就足以超越 LRT。在嘈杂场景和恶意用户低功率传输时,DT 的检测概率表现良好,而在这种情况下,LRT 无法检测到 PCA。我们还表明,DT 性能良好的原因在于它能计算出一个阈值,该阈值能比 LRT 的阈值更好地将 PCA 数据与非 PCA 数据区分开来。此外,DT 不需要事先了解噪声功率,也不需要假设恶意用户的信号功率,而这些先决条件通常是 LRT 和其他假设检验方法所必需的。
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引用次数: 0
Performance enhancement of an inter-satellite optical wireless communication link carrying 16 channels 卫星间光学无线通信链路 16 个信道的性能提升
IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-06-01 DOI: 10.1007/s11235-024-01160-3
Nawroz Ibrahim Hamadamen

Inter-satellite optical wireless communication (IsOWC) is frequently utilized for fast data transmission between various far away satellites in free space. Thousands of users are connected via broad-area applications that use network topologies with many frequencies per optical fiber and a range of transmission rates and capacities. Multiple frequencies being transmitted simultaneously on a fiber having a nanometer range (1300–1600) that is a powerful feature of an optical communications link. When coupled with optical amplifiers, the WDM idea creates communication lines that provide rapid user-to-user communication throughout national borders. A well-known drawback of free space optics (FSO) or Inter-Satellite Link (ISL) is degradation in optical signal power, in addition to its appealing advantages. The traditional system is improved in order to solve this issue. Using the optisystem-15 simulator, we analyzed the IsOWC link's capability for fast data transfer based on subjective factors including received power, Q-factor and BER. 16-channels multiplexed with modulation technique transmitters to the system are explained by the projected model. The link has been used at various data rates, distances, and external Match-Zehnder modulation. Applied a series hybrid optical amplifier of erbium-doped fiber amplifier (EDFA) and a laser amplifier that exists prior to and after the OWC line with the given parameters. Different OWC ranges with a loop control of 3 loops that made total link length 1600 km, and searching different data rates to show their impact on system efficiency, which showed a great enhancement in results that are crucial to the current inter-satellite OWC link.

Graphical abstract

卫星间光无线通信(IsOWC)经常被用于在自由空间的各种遥远卫星之间进行快速数据传输。数以千计的用户通过广域应用连接在一起,这些应用采用的网络拓扑结构每根光纤有多个频率,传输速率和传输能力各不相同。在纳米范围(1300-1600)的光纤上同时传输多个频率是光通信链路的一个强大功能。与光放大器配合使用时,波分复用技术可创建通信线路,提供跨越国界的用户间快速通信。众所周知,自由空间光学(FSO)或卫星间链路(ISL)除了具有吸引人的优点外,还存在光信号功率衰减的缺点。为了解决这一问题,对传统系统进行了改进。我们使用 optisystem-15 模拟器,根据接收功率、Q 因子和误码率等主观因素,分析了 IsOWC 链路的快速数据传输能力。预测模型解释了系统中采用调制技术发射机的 16 个多路复用通道。该链路已用于各种数据速率、距离和外部匹配-泽恩德调制。在给定参数的 OWC 线路前后,应用了掺铒光纤放大器(EDFA)和激光放大器的串联混合光放大器。不同的 OWC 范围,采用 3 个环路控制,使链路总长度达到 1600 公里,并搜索不同的数据速率,以显示其对系统效率的影响,结果显示对当前卫星间 OWC 链路至关重要的结果有了极大的提高。
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引用次数: 0
A novel algorithm for the development of a multipath protocol for routing and energy efficient in IoT with varying density 在密度不同的物联网中开发路由和节能多径协议的新型算法
IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-06-01 DOI: 10.1007/s11235-024-01170-1
Radwan S. Abujassar

Data transmission from sensor nodes is the biggest problem for IoT networks. Overusing communication power shortens node lifespans. Thus, network issues including QoS, security, network heterogeneity, congestion avoidance, reliable routing, and energy savings must be addressed. Routing protocols are essential for delivering data between organizations. Information gathering and consolidation require data aggregation to minimize traffic congestion, operating expenses, energy usage, and network lifespan. IoT data aggregation makes route planning dependable, energy-efficient, and difficult. Disjoint & Scalable Multipath Routing (D &SMR) is a new routing system developed using NS2 simulation. The method estimates delivery success using decision trees and neural networks. We evaluate characteristics such as (D &SMR) routing scheme predictability, node popularity, power consumption, speed, and location while training the model. Simulation results show that (D &SMR) outperforms a reliable routing system in terms of delivery success, lost messages, overhead, and hop count. The proposed hybrid routing method involves cluster construction and intra- and inter-cluster routing. The study found that (D &SMR) beats previous research in network resilience, packet transmission efficiency, end-to-end latency, and energy usage.

传感器节点的数据传输是物联网网络面临的最大问题。过度使用通信功率会缩短节点的寿命。因此,必须解决包括服务质量、安全性、网络异构性、避免拥塞、可靠路由和节能在内的网络问题。路由协议对组织间的数据传输至关重要。信息收集和整合需要数据聚合,以最大限度地减少交通拥堵、运营费用、能源使用和网络寿命。物联网数据聚合使路由规划变得可靠、节能且困难。可扩展多路径路由(D&SMR)是一种利用 NS2 仿真开发的新型路由系统。该方法使用决策树和神经网络估算交付成功率。我们在训练模型时评估了 (D &SMR) 路由方案的可预测性、节点受欢迎程度、功耗、速度和位置等特性。仿真结果表明,(D &SMR) 在传送成功率、信息丢失、开销和跳数方面都优于可靠路由系统。所提出的混合路由方法包括簇构建以及簇内和簇间路由。研究发现,(D&SMR)在网络恢复能力、数据包传输效率、端到端延迟和能源使用方面优于之前的研究。
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引用次数: 0
Deployment algorithms of multi-UAV-BS networks with frequency reuse and power optimization 具有频率重用和功率优化功能的多无人机-BS 网络的部署算法
IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-05-28 DOI: 10.1007/s11235-024-01164-z
Yanzhi Hu, Chunyuan Tian, Dawei Ma, Zhiyong Shi, Fengbin Zhang

Deploying unmanned aerial vehicle base stations (UAV-BSs) to provide wireless access for terrestrial users is an alternative solution in emergency scenarios. Due to the dynamic nature of UAV-BSs and strong line-of-sight (LoS) transmission, co-frequency networking worsens the interference suffered by edge users, while the use of fully orthogonal channels for all UAV-BSs also faces the problem of frequency resource constraints. This paper develops a new deployment scheme by combining multiple UAV-BS locations, limited frequency reuse and power optimization. Thus, the nonlinear constrained optimization model is proposed to maximize user coverage. To reduce the computational complexity, the basic multi-UAV-BS network layout is first determined by polycentric clustering and connectivity adjustment based on user location distribution. Then, a genetic algorithm is used to optimize the multi-UAV-BS frequency arrangement and power adjustment to obtain the model solution. Simulations verify the effectiveness of the proposed scheme and evaluate the impact of co-channel interference.

部署无人飞行器基站(UAV-BS)为地面用户提供无线接入是紧急情况下的一种替代解决方案。由于无人机基站的动态特性和强视距(LoS)传输,同频组网会加剧边缘用户受到的干扰,而所有无人机基站使用全正交信道也面临频率资源限制的问题。本文结合多 UAV-BS 位置、有限频率重用和功率优化,提出了一种新的部署方案。因此,本文提出了非线性约束优化模型,以实现用户覆盖最大化。为降低计算复杂度,首先根据用户位置分布,通过多中心聚类和连通性调整确定基本的多无人机-BS 网络布局。然后,使用遗传算法优化多无人机-BS 频率安排和功率调整,从而获得模型解决方案。仿真验证了所提方案的有效性,并评估了同信道干扰的影响。
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引用次数: 0
VPIR: an efficient verifiable private information retrieval scheme resisting malicious cloud server VPIR:抵御恶意云服务器的高效可验证私人信息检索方案
IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-05-28 DOI: 10.1007/s11235-024-01162-1
Wenqi Zhang, Shuai Shang, Haolin Wang, Ziwen Cai, Yun Zhao, Xiong Li

Private information retrieval, which allows users to securely retrieve information stored in a single server or multiple servers without disclosing any query content to the server, has attracted much attention in recent years. However, most of the existing private information retrieval schemes cannot achieve data retrieval and data integrity authentication simultaneously. To address the above challenges, this paper proposes a verifiable private information retrieval scheme based on parity in a single-server architecture. Specifically, the data owner generates parity information for each data and extends the original database. Then the data owner generates hint information for the query client, and according to the inverse of the hint information, the matrix confusion and permutation of the extensible database are carried out on the database and the hint information is sent to the client. The client selects the corresponding element in the hint to generate the query vector and executes the reconstruction and verification phase after receiving the answer to accomplish the retrieval process. A series of security games prove that this scheme meets the privacy requirements defined by the PIR scheme, and experimental analysis shows that compared with related schemes, our scheme has certain advantages in time cost. The time of verification information generation is 0.3% of APIR and FMAPIR, the reconstruction time is 1.6% of APIR and 1.1% of FMAPIR and the query time is much less than them.

私密信息检索允许用户在不向服务器透露任何查询内容的情况下,安全地检索存储在单个或多个服务器中的信息,近年来备受关注。然而,现有的私人信息检索方案大多无法同时实现数据检索和数据完整性验证。针对上述难题,本文提出了一种基于单服务器架构下奇偶校验的可验证私有信息检索方案。具体来说,数据所有者为每条数据生成奇偶校验信息,并扩展原始数据库。然后,数据所有者为查询客户端生成提示信息,并根据提示信息的逆向,对可扩展数据库进行矩阵混淆和置换,并将提示信息发送给客户端。客户端选择提示中的相应元素生成查询向量,并在收到答案后执行重构和验证阶段,完成检索过程。一系列安全博弈证明,该方案满足 PIR 方案定义的隐私要求,实验分析表明,与相关方案相比,我们的方案在时间成本上具有一定优势。验证信息生成时间是 APIR 和 FMAPIR 的 0.3%,重构时间是 APIR 的 1.6%,FMAPIR 的 1.1%,查询时间则远小于它们。
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引用次数: 0
Threshold ALOHA with sensing data lookup in low-duty-cycle wireless networks 低占空比无线网络中带有感知数据查找功能的阈值 ALOHA
IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-05-28 DOI: 10.1007/s11235-024-01145-2
Show-Shiow Tzeng, Ying-Jen Lin, Yun-Ti Lin

Slotted ALOHA is a well-known multiple access control protocol that devices use to access a radio channel in wireless networks. Age of information (AoI) is a key network performance indicator that represents the elapsed time between the time data is generated and the time data is received. Threshold-based ALOHA, a variant of the slotted ALOHA, uses a threshold and a transmission probability to send data and meet its requirement of average AoI (AAoI), in which however energy consumption is not discussed. It is crucial that a device operates energy-efficiently to reduce energy consumption, which is conducive to extending the life of the device and reducing greenhouse gas emissions. Therefore, this paper proposes a modified threshold ALOHA in low-duty-cycle wireless networks, called LBG-threshold-ALOHA, in which a device looks up whether sensing data is generated in prior N slots before its data generation/transmission. Instead of generating data in each transmission, the LBG-threshold ALOHA uses data generated in prior N slots to send, which reduces the activity of data generation and thus yields lower energy consumption. The characteristic of lower energy consumption is beneficial to produce a lower AAoI on a network constrained by low energy consumption. Simulation results show that, under an upper limit on the mean energy consumption, the LBG-threshold-ALOHA yields a lower minimum AAoI compared to the original threshold ALOHA.

插槽式 ALOHA 是一种著名的多重接入控制协议,设备使用该协议接入无线网络中的无线电信道。信息年龄(AoI)是一个关键的网络性能指标,表示从生成数据到接收数据之间所经过的时间。基于阈值的 ALOHA 是插槽式 ALOHA 的一种变体,它使用阈值和传输概率来发送数据并满足其对平均 AoI(AAoI)的要求,但其中并未讨论能耗问题。设备高效运行以降低能耗至关重要,这有利于延长设备寿命和减少温室气体排放。因此,本文在低占空比无线网络中提出了一种改进的阈值 ALOHA,称为 LBG-threshold-ALOHA。LBG-threshold ALOHA 使用前 N 个时隙生成的数据进行发送,而不是在每次传输中生成数据,这就减少了数据生成的活动,从而降低了能耗。低能耗的特点有利于在受低能耗限制的网络中产生较低的 AAoI。仿真结果表明,在平均能耗的上限条件下,与原始阈值 ALOHA 相比,LBG-阈值-ALOHA 产生的最小 AAoI 更低。
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引用次数: 0
Communication coverage maximization in stadium environments using UAVs 利用无人飞行器实现体育场环境中的通信覆盖最大化
IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-05-18 DOI: 10.1007/s11235-024-01153-2
Hamid Jafaripour, Mohammad Fathi, Ali Shariatpanah

Maximizing the communication coverage with the minimum number of unmanned aerial vehicles (UAVs) in a telecommunication system is investigated in this paper. In particular, the problem of maximizing the coverage area in stadium environments using UAVs is modeled mathematically as a multi-objective optimization problem. While the problem is solved using state-of-the-art solvers, to address the problem complexity and achieve the results for real-time applications, we propose a heuristic algorithm. The performance evaluation done in three crowding levels demonstrates that the performance with the heuristic algorithm is comparable to the mathematical model in terms of the number of coverage users. Moreover, the running time is significantly smaller in the proposed heuristic algorithm. This shows the efficiency of the model and solution. Moreover, we compare the heuristic algorithm with the non-dominated sorting genetic algorithm (NSGAII). The results of the paper show that the use of the heuristic algorithm speeds up the processing and decision making, and at the same time maximizes the communication coverage in stadium environments.

本文研究了在电信系统中以最少的无人飞行器(UAV)数量实现最大的通信覆盖范围。其中,利用无人飞行器最大化体育场环境中的覆盖区域问题被数学模型化为一个多目标优化问题。在使用最先进的求解器求解该问题的同时,为了解决该问题的复杂性并获得实时应用的结果,我们提出了一种启发式算法。在三种拥挤程度下进行的性能评估表明,就覆盖用户数量而言,启发式算法的性能与数学模型相当。此外,启发式算法的运行时间明显更短。这表明了模型和解决方案的效率。此外,我们还将启发式算法与非支配排序遗传算法(NSGAII)进行了比较。本文的结果表明,启发式算法的使用加快了处理和决策的速度,同时最大限度地扩大了体育场环境中的通信覆盖范围。
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引用次数: 0
Dynamical modelling and cost optimization of a 5G base station for energy conservation using feedback retrial queue with sleeping strategy 利用带休眠策略的反馈重审队列实现 5G 基站节能的动态建模和成本优化
IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-05-13 DOI: 10.1007/s11235-024-01155-0
R. Harini, K. Indhira

Dense network deployment is now being evaluated as one of the viable solutions to meet the capacity and connectivity requirements of the fifth-generation (5G) cellular system. The goal of 5G cellular networks is to offer clients with faster download speeds, lower latency, more dependability, broader network capacities, more accessibility, and a seamless client experience. However, one of the many obstacles that will need to be overcome in the 5G era is the issue of energy usage. For energy efficiency in 5G cellular networks, researchers have been studying at the sleeping strategy of base stations. In this regard, this study models a 5G BS as an (M^{[X]}/G/1) feedback retrial queue with a sleeping strategy to reduce average power consumption and conserve power in 5G mobile networks. The probability-generating functions and steady-state probabilities for various BS states were computed employing the supplementary variable approach. In addition, an extensive palette of performance metrics have been determined. Then, with the aid of graphs and tables, the resulting metrics are conceptualized and verified. Further, this research is accelerated in order to bring about the best possible (optimal) cost for the system by adopting a range of optimization approaches namely particle swarm optimization, artificial bee colony and genetic algorithm.

密集网络部署目前正被评估为满足第五代(5G)蜂窝系统容量和连接要求的可行解决方案之一。5G 蜂窝网络的目标是为客户提供更快的下载速度、更低的延迟、更高的可靠性、更宽的网络容量、更高的可访问性和无缝的客户体验。然而,5G 时代需要克服的众多障碍之一就是能源使用问题。为了提高 5G 蜂窝网络的能效,研究人员一直在研究基站的睡眠策略。为此,本研究将 5G 基站建模为一个具有休眠策略的反馈重试队列(M^{[X]}/G/1),以降低 5G 移动网络的平均功耗并节约电能。采用补充变量法计算了各种 BS 状态的概率生成函数和稳态概率。此外,还确定了一系列性能指标。然后,借助图形和表格,对得出的指标进行了概念化和验证。此外,这项研究还采用了一系列优化方法,即粒子群优化、人工蜂群和遗传算法,以加速实现系统的最佳(最优)成本。
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引用次数: 0
Smart remote sensing network for disaster management: an overview 用于灾害管理的智能遥感网络:概述
IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-05-09 DOI: 10.1007/s11235-024-01148-z
Rami Ahmad

Remote sensing technology is a vital component of disaster management, poised to revolutionize how we safeguard lives and property through enhanced prediction, mitigation, and recovery efforts. Disaster management hinges on continuous monitoring of various environments, from urban areas to forests and farms. Data from these observations are relayed to servers, where sophisticated processing algorithms forecast impending disasters. Remote sensing technology operates through a layered framework. The sensing layer acquires raw data, the network layer facilitates data transmission, and the data processing layer extracts meaningful insights. The application layer then leverages these insights to make informed decisions. Elevating the intelligence of remote sensing technology necessitates advancements across these layers. This paper delves into disaster management concepts and highlights the pivotal role played by remote sensing technology. It offers a comprehensive exploration of each layer within the remote sensing technology framework, detailing foundational principles, tools, and methodologies for enhancing intelligence. Addressing challenges inherent to this technology, the paper also presents future-oriented solutions. Furthermore, it examines the influence of wireless network infrastructure, alongside emerging technologies like the Internet of Things, cloud computing, virtual machines, and low-power wireless networks, in nurturing the evolution and sustainability of remote sensing technology.

遥感技术是灾害管理的重要组成部分,有望通过加强预测、减灾和恢复工作,彻底改变我们保障生命和财产安全的方式。从城市地区到森林和农场,灾害管理依赖于对各种环境的持续监测。这些观测数据被传送到服务器上,由复杂的处理算法对即将发生的灾害进行预测。遥感技术通过分层框架运行。传感层获取原始数据,网络层促进数据传输,数据处理层提取有意义的见解。然后,应用层利用这些洞察力做出明智的决策。要提高遥感技术的智能化水平,就必须在这些层级上取得进步。本文深入探讨了灾害管理概念,并强调了遥感技术所发挥的关键作用。本文全面探讨了遥感技术框架内的每一层,详细介绍了增强智能的基本原则、工具和方法。针对该技术固有的挑战,论文还提出了面向未来的解决方案。此外,论文还探讨了无线网络基础设施以及物联网、云计算、虚拟机和低功耗无线网络等新兴技术对促进遥感技术发展和可持续性的影响。
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引用次数: 0
Deep optimized hybrid beamforming intelligent reflecting surface assisted UM-MIMO THz communication for 6G broad band connectivity 用于 6G 宽带连接的深度优化混合波束成形智能反射面辅助 UM-MIMO 太赫兹通信
IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-05-08 DOI: 10.1007/s11235-024-01157-y
Ranjitham Govindasamy, Sathish Kumar Nagarajan, Jamuna Rani Muthu, Purushothaman Annadurai

For 6G communications, the Ultra Massive Multiple Input Multiple Output (UM-MIMO) systems with Intelligent Reflecting Surface (IRS) assistance are capable since they can efficiently get beyond the limitations of restricted blockage and coverage. However, in the far field, a robust THz channel sparsity is unfavorable to spatial multiplexing, whereas excessive UM-MIMO and IRS dimensions extend the near field region. To address these issues, a hybrid beamforming IRS assisted UM-MIMO THz system with Deep Siamese Capsule Network is designed with the cascaded channel. The near and far field codebook-based beamforming is developed to model the proposed communication channel. The channel estimation is done based on the deep siamese capsule adaptive beluga whale neural network. The simulation results of the bit error rate, Normalized Mean Square Error (NMSE), spectral efficiency, sum rate, data rate, normalized channel gain, beamforming gain, and array gain loss shows that the proposed system achieves reliable performances compared with existing techniques. The suggested approach also demonstrates the outstanding adaptability to various network configurations and good scalability. The method provides a better channel estimation accuracy and less complexity which shows an NMSE of − 11.2 dB at an SNR of 10 dB.

对于 6G 通信而言,具有智能反射面(IRS)辅助功能的超大规模多输入多输出(UM-MIMO)系统能够有效地超越受限阻塞和覆盖范围的限制。然而,在远场,强大的太赫兹信道稀疏性不利于空间多路复用,而过多的 UM-MIMO 和 IRS 尺寸会扩展近场区域。为解决这些问题,我们设计了一种混合波束成形 IRS 辅助 UM-MIMO 太赫兹系统,该系统采用级联信道和深度连体胶囊网络。开发了基于近场和远场编码本的波束成形,以模拟拟议的通信信道。信道估计基于深连体胶囊自适应白鲸神经网络。误码率、归一化均方误差(NMSE)、频谱效率、总和速率、数据速率、归一化信道增益、波束成形增益和阵列增益损失的仿真结果表明,与现有技术相比,建议的系统性能可靠。建议的方法还展示了对各种网络配置的出色适应性和良好的可扩展性。该方法具有更高的信道估计精度和更低的复杂度,在信噪比为 10 dB 时,NMSE 为 - 11.2 dB。
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引用次数: 0
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Telecommunication Systems
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