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Dual-polarized IRS-assisted wireless network: relative phase modulation 双极化 IRS 辅助无线网络:相对相位调制
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-05-08 DOI: 10.1186/s13638-024-02351-x
Muteen Munawar, Kyungchun Lee

The metasurface is a promising technology that can help next-generation wireless communication systems not only improve the signal-to-noise ratio (SNR), but also increase security and mitigate interference. Further, introducing dual polarization (DP) in a metasurface can enhance its capabilities with polarization diversity, polarization multiplexing, and polarization-switched modulation. In this paper, we study a DP-metasurface-assisted single-user wireless communication system and propose a novel scheme that can improve the spectral efficiency (SE) and bit-error-rate (BER) performance compared to those of conventional schemes by exploiting the orthogonal property of dual-polarized waves. We employ the DP metasurface to increase the SNR at the receiver and create a specific phase difference between the polarized signals by controlling the transmit precoder and the phases of the metasurface reflecting elements representing some modulated bits. At the receiver, we use the recovered phase information to realign the modulated symbols in both polarizations, which are then added coherently. The simulation results demonstrate that the proposed scheme achieves significantly higher SE and BER performance than those of some closely related works.

元面是一种前景广阔的技术,不仅能帮助下一代无线通信系统提高信噪比(SNR),还能增强安全性和减少干扰。此外,在元面中引入双极化(DP)可以增强其极化分集、极化复用和极化切换调制功能。本文研究了一种 DP 元表面辅助单用户无线通信系统,并提出了一种新方案,与传统方案相比,该方案利用双极化波的正交特性提高了频谱效率(SE)和误码率(BER)性能。我们采用 DP 元表面来提高接收器的信噪比,并通过控制发送前置编码器和代表某些调制比特的元表面反射元件的相位,在极化信号之间产生特定的相位差。在接收器上,我们利用恢复的相位信息重新调整两个极化的调制符号,然后将其相干地相加。仿真结果表明,所提出的方案的 SE 和误码率性能明显高于一些密切相关的研究。
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引用次数: 0
An adversarial environment reinforcement learning-driven intrusion detection algorithm for Internet of Things 对抗环境强化学习驱动的物联网入侵检测算法
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-05-04 DOI: 10.1186/s13638-024-02348-6
Chahira Mahjoub, Monia Hamdi, Reem Ibrahim Alkanhel, Safa Mohamed, Ridha Ejbali

The increasing prevalence of Internet of Things (IoT) systems has made them attractive targets for malicious actors. To address the evolving threats and the growing complexity of detection, there is a critical need to search for and develop new algorithms that are fast and robust in detecting and classifying dangerous network traffic. In this context, deep reinforcement learning (DRL) is gaining recognition as a prospective solution in numerous fields as it enables autonomous agents to cooperate with their environment for decision-making without relying on human experts. This article presents an innovative approach to intrusion detection in IoT systems using an adversarial reinforcement learning (RL) algorithm known for its exceptional predictive capabilities. The predictive process relies on a classifier, implemented as a streamlined and highly efficient neural network. Embedded within this classifier is a policy function meticulously trained using an innovative RL model. Importantly, this model ensures that the environment’s behavior is dynamically fine-tuned simultaneously with the learning process, improving the overall effectiveness of the intrusion detection approach. The efficiency of our proposal was assessed using the Bot-IoT database, consisting of a mixture of legitimate IoT network traffic and simulated attack scenarios. Our scheme shows superior performance compared to existing ones. Therefore, our approach to IoT intrusion detection can be considered a valuable alternative to existing methods, capable of significantly improving the IoT systems’ security.

物联网(IoT)系统的日益普及使其成为恶意行为者的目标。为了应对不断发展的威胁和日益复杂的检测,亟需寻找和开发新的算法,以快速、稳健地检测危险网络流量并对其进行分类。在此背景下,深度强化学习(DRL)作为一种前景广阔的解决方案,在众多领域获得了广泛认可,因为它能让自主代理与环境合作进行决策,而无需依赖人类专家。本文介绍了一种创新的物联网系统入侵检测方法,该方法使用的是一种对抗强化学习(RL)算法,以其卓越的预测能力而著称。预测过程依赖于一个分类器,该分类器以精简、高效的神经网络形式实现。在该分类器中嵌入了使用创新 RL 模型精心训练的策略函数。重要的是,该模型可确保在学习过程中同时对环境行为进行动态微调,从而提高入侵检测方法的整体有效性。我们使用 Bot-IoT 数据库评估了我们建议的效率,该数据库由合法物联网网络流量和模拟攻击场景混合组成。与现有方案相比,我们的方案表现出更优越的性能。因此,我们的物联网入侵检测方法可被视为现有方法的重要替代方案,能够显著提高物联网系统的安全性。
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引用次数: 0
Joint beamforming and power splitting design for MISO downlink communication with SWIPT: a comparison between cell-free massive MIMO and small-cell deployments 采用 SWIPT 的 MISO 下行链路通信的联合波束成形和功率分配设计:无蜂窝大规模 MIMO 和小蜂窝部署之间的比较
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-17 DOI: 10.1186/s13638-024-02345-9
Jain-Shing Liu, Chun-Hung Richard Lin, Wan-Ling Chang

Simultaneous wireless information and power transfer (SWIPT) has been advocated as a highly promising technology for enhancing the capabilities of 5G and 6G devices. However, the challenge of dealing with large propagation path loss poses a significant hurdle. To address this issue, massive multiple-input multiple-output (MIMO) is employed to enhance the efficiency of SWIPT in cellular-based networks with multiple small cells, and especially increase the energy for cell-edge users. In addition, by leveraging a large set of spatially distributed base stations to collaboratively serve SWIPT-enabled user equipment, the cell-free massive MIMO has the potential to provide even better performance than the conventional small-cell systems. In this work, we extend the investigation to include the application of SWIPT technology with alternating current (AC) logic in the cell-free networks and the small-cell networks and propose joint beamforming and power splitting optimization frameworks to maximize the system sum-rate, subject to the constraints on harvested energy, AC logic energy supply, and total transmit power. The optimization problem is shown to be non-convex, posing a significant challenge. To address this challenge, we resort to a two-stage decomposition approach. Specifically, we first introduce quadratic transform-based fractional programming (FP) algorithms to iteratively solve the non-convex optimization problems in the first stage, achieving near-optimal solutions with low time complexities. To further reduce the complexities, we also incorporate conventional schemes such as zero forcing, maximum ratio transmission, and signal-to-leakage-and-noise ratio for the design of beamforming vectors. Second, to determine the optimal power splitting ratio within the framework, we develop a one-dimensional (1-D) search algorithm to tackle the single variable optimization problem reduced in the second stage. These algorithms are then evaluated in the context of cell-free MIMO and small-cell networks with numerical experiments. The results show that the FP-based algorithms can consistently outperform those utilizing the conventional beamforming schemes, and the solutions of this work can achieve up to fivefold improvement in the system sum-rate than the small-cell counterpart while providing different but comparable performance trends in energy harvesting (EH).

同步无线信息和功率传输(SWIPT)被认为是一种极有前途的技术,可增强 5G 和 6G 设备的功能。然而,应对大传播路径损耗的挑战构成了重大障碍。为解决这一问题,我们采用了大规模多输入多输出(MIMO)技术,以提高基于蜂窝的多小蜂窝网络中 SWIPT 的效率,特别是增加蜂窝边缘用户的能量。此外,通过利用大量空间分布基站协同为支持 SWIPT 的用户设备提供服务,无蜂窝大规模 MIMO 有可能提供比传统小蜂窝系统更好的性能。在这项工作中,我们将研究范围扩大到无蜂窝网络和小蜂窝网络中交流逻辑 SWIPT 技术的应用,并提出了波束成形和功率分配联合优化框架,以在收获能量、交流逻辑能量供应和总发射功率的约束下最大化系统总和速率。结果表明,优化问题是非凸的,这给我们带来了巨大的挑战。为应对这一挑战,我们采用了两阶段分解法。具体来说,我们首先引入基于二次变换的分数编程(FP)算法,在第一阶段迭代解决非凸优化问题,以较低的时间复杂度获得接近最优的解决方案。为了进一步降低复杂度,我们还在波束成形矢量设计中采用了零强迫、最大比传输和信漏噪比等传统方案。其次,为了在框架内确定最佳功率分配比例,我们开发了一种一维(1-D)搜索算法,以解决第二阶段减少的单变量优化问题。然后,我们在无小区多输入多输出(MIMO)和小蜂窝网络的背景下,通过数值实验对这些算法进行了评估。结果表明,基于 FP 的算法始终优于那些利用传统波束成形方案的算法,而且与小蜂窝对应算法相比,这项工作的解决方案可实现高达五倍的系统总和速率改进,同时在能量收集(EH)方面提供不同但相当的性能趋势。
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引用次数: 0
Radio resource management for OFDM-based dual-function radar-communication: sum-rate and fairness 基于 OFDM 的双功能雷达通信的无线电资源管理:和速率与公平性
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-15 DOI: 10.1186/s13638-024-02343-x
Jia Zhu, Yuanhao Cui, Junsheng Mu, Zexuan Jing, Xiaojun Jing

This paper focuses on radio resource management (RRM) in multi-user dual-function radar communication (DFRC) systems using orthogonal frequency division multiplexing (OFDM) waveforms. We propose two RRM schemes, one from the perspective of sum rate maximization and the other from the perspective of user fairness maximization. These optimization problems are non-convex due to the presence of mixed integer terms, making them difficult to solve. To address these challenges, we have employed a decomposition approach to transform these two complex problems into separate, more readily solvable ones. In addressing the sum rate maximization problem, we initially introduce a heuristic greedy algorithm to obtain a resource allocation scheme that satisfies radar performance requirements. Subsequently, we utilize a cyclic iterative method along with KKT conditions to solve the sum rate maximization problem for communication users. Concerning the fairness maximization problem for communication users, we similarly employ a heuristic greedy algorithm to obtain a resource allocation scheme that meets radar performance constraints. Then utilize the Lagrangian dual method to solve the multi-user fairness maximization problem for communication users. Our experimental results confirm the effectiveness of the proposed algorithms.

本文主要研究使用正交频分复用(OFDM)波形的多用户双功能雷达通信(DFRC)系统中的无线电资源管理(RRM)。我们提出了两种 RRM 方案,一种是从总和速率最大化的角度出发,另一种是从用户公平性最大化的角度出发。由于存在混合整数项,这些优化问题是非凸的,因此很难解决。为了应对这些挑战,我们采用了分解方法,将这两个复杂问题转化为单独的、更容易解决的问题。在解决总和速率最大化问题时,我们首先引入了一种启发式贪婪算法,以获得满足雷达性能要求的资源分配方案。随后,我们利用循环迭代法和 KKT 条件来解决通信用户的总速率最大化问题。关于通信用户的公平性最大化问题,我们同样采用启发式贪婪算法来获得满足雷达性能约束的资源分配方案。然后利用拉格朗日对偶法解决通信用户的多用户公平性最大化问题。我们的实验结果证实了所提算法的有效性。
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引用次数: 0
Energy-efficient two-way full-duplex relay transmission strategy with SWIPT and direct links 采用 SWIPT 和直接链路的高能效双向全双工中继传输策略
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-13 DOI: 10.1186/s13638-024-02344-w
Caixia Cai, Fuli Zhong, Han Hai, Mingzhi Chen, Wenyang Gan, Bing Sun, Yayu Yang

In this paper, we improve networks’ spectral efficiency (SE), extend networks’ lifetime, and maximize networks’ energy efficiency (EE) of two-way full-duplex (FD) relay networks. Firstly, to improve networks’ SE and to extend networks’ lifetime simultaneously, we design a two-way FD relay transmission strategy with simultaneous wireless information and power transfer and direct links (DLs). The designed transmission strategy can complete a bidirectional communication in only one time slot with the exists of DLs and the energy-constrained relay node. With the designed transmission strategy, we further give the characteristics of relay amplification factor, the analysis of the designed transmission strategy, and the EE analysis of traditional half-duplex two-way amplify-and-forward relaying. Secondly, to maximize networks’ EE, we present both the EE maximization problems and analyses of the designed transmission strategy with equal power allocation and optimal power allocation. To solve the EE maximization problems, we further propose the alternating optimal algorithm and give complexity analysis of the algorithm. Simulations show that our designed transmission strategy can improve the SE and EE of the networks.

本文提高了双向全双工(FD)中继网络的频谱效率(SE),延长了网络的使用寿命,并最大限度地提高了网络的能效(EE)。首先,为了同时提高网络的频谱效率和延长网络的寿命,我们设计了一种双向全双工中继传输策略,同时进行无线信息和功率传输以及直接链接(DL)。所设计的传输策略可以在一个时隙内完成双向通信,同时存在 DL 和能量受限的中继节点。结合所设计的传输策略,我们进一步给出了中继放大系数的特点、所设计传输策略的分析以及传统半双工双向放大-前向中继的 EE 分析。其次,为了实现网络的 EE 最大化,我们提出了 EE 最大化问题,并分析了等功率分配和最优功率分配的传输策略设计。为了解决 EE 最大化问题,我们进一步提出了交替最优算法,并给出了算法的复杂度分析。仿真表明,我们设计的传输策略可以改善网络的 SE 和 EE。
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引用次数: 0
Design and analysis antennas of transverse polarization on the dielectric waveguide 设计和分析介质波导上的横向极化天线
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-28 DOI: 10.1186/s13638-024-02342-y
Mohamed N. Shaaban, Aydar R. Nasybullin, Yuri E. Sedelnikov

This paper addresses the issue of constructing millimeter band antennas using dielectric waveguide structures. A new type of linear antenna, incorporating metal pins on the side walls of the grooved dielectric waveguide, is proposed for generating polarization perpendicular to the waveguide axis. However, these antennas suffer from the drawback of cross-polarized radiation in directions close to the waveguide axis. To overcome this limitation, a modified antenna design with transverse polarization is introduced, featuring a closed groove waveguide with a longitudinal slot at the top of the wall. The paper provides a comparison between two types of dielectric waveguide antennas: first, waveguide antenna with grooves in the dielectric which results in longitudinal polarization, and second, waveguide antenna with quarter-wavelength pins which results in transverse polarization. Electrodynamic modeling data are provided to demonstrate the effectiveness of the proposed antennas for satellite, 5G antenna, and radar applications. Finally, an antenna of quarter-wavelength pins is proposed with a frequency of 39 GHz, a gain of 19.8 dBi, and a width of the radiation pattern of 3.2(^{circ }), and a sidelobe level (SLL) of -13.3 dB has been achieved.

本文探讨了利用介质波导结构构建毫米波段天线的问题。本文提出了一种新型线性天线,在开槽介质波导的侧壁上安装金属针,用于产生垂直于波导轴的极化。然而,这些天线在靠近波导轴的方向上存在交叉极化辐射的缺点。为了克服这一限制,本文介绍了一种具有横向极化的改进型天线设计,其特点是在波导壁顶部有一个带纵向槽的闭槽波导。论文对两种类型的介质波导天线进行了比较:第一种是在介质中带有沟槽的波导天线,这种天线会产生纵向极化;第二种是带有四分之一波长插针的波导天线,这种天线会产生横向极化。提供的电动力学建模数据证明了所建议的天线在卫星、5G 天线和雷达应用中的有效性。最后,提出了一种四分之一波长插针天线,其频率为 39 GHz,增益为 19.8 dBi,辐射图宽度为 3.2(^{circ }) ,侧叶电平(SLL)为 -13.3 dB。
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引用次数: 0
Performance evaluation of pair selection algorithms in device-to-device communication using relay-assisted techniques 使用中继辅助技术的设备对设备通信配对选择算法性能评估
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-28 DOI: 10.1186/s13638-024-02336-w
Abdullahi Adan Omar, Kannan Pauliah Nadar, Chettiyar Vani Vivekanand, E. Anna Devi, A. Jasmine Xavier, T. M. Inbamalar, L. Magthelin Therase, J. Vanitha, C. Andrews Sonia, J. Binisha Rose

Communication services that are dependable are crucial, particularly during emergencies when the regular infrastructure for communication may be disrupted or nonexistent. In such situations, device-to-device (D2D) communication can be a helpful choice since it allows user equipment (UE) that is close to one another to connect directly, bypassing the cellular network infrastructure. The primary focus of this thesis is the application of D2D communication in a decentralized emergency scenario with a damaged eNodeB. The main objective is to find an appropriate strategy for finding and selecting D2D couples by simulating several methods in MATLAB. This study compares three D2D pair selection algorithms: distance-based, Signal-to-Interference and Noise Ratio (SINR)-based, and data rate-based distance-based. The simulation results show that the data rate-based strategy is the most effective method for selecting D2D couples in emergency scenarios. In contrast to algorithms that rely on distance and SINR, this one reduces the chance of an outage by 20%. Bit error rate (BER), capacity, spectral efficiency, and energy efficiency are the three types of links that are assessed: direct links, relay links, and UE relay links. The results show that, with the lowest BER and maximum data throughput, the direct link is the most reliable and efficient communication option. However, the relay connection and the UE relay link show better overall spectral efficiency in comparison to the direct link, indicating their ability to transport more data per unit of bandwidth. The option that consumes the least energy among the three is the direct link. The study demonstrates the great potential of D2D communication in emergency scenarios where conventional communication infrastructure may not be available. The direct link is the most dependable and effective alternative for communication, according to the data, although the UE link can still function effectively in the event that the direct link is compromised. The data rate-based method is a useful strategy for finding and choosing D2D partners. The results of this study can direct the development of D2D emergency communication solutions in 5G networks.

可靠的通信服务至关重要,尤其是在常规通信基础设施可能中断或不存在的紧急情况下。在这种情况下,设备对设备(D2D)通信可能是一个有益的选择,因为它允许相互靠近的用户设备(UE)绕过蜂窝网络基础设施直接连接。本论文的主要重点是 D2D 通信在 eNodeB 受损的分散应急场景中的应用。主要目的是通过在 MATLAB 中模拟几种方法,找到寻找和选择 D2D 通信对的适当策略。本研究比较了三种 D2D 对选择算法:基于距离的算法、基于信噪比(SINR)的算法和基于数据速率的算法。仿真结果表明,基于数据速率的策略是在紧急情况下选择 D2D 对的最有效方法。与依赖距离和信噪比的算法相比,这种算法可将中断的几率降低 20%。比特误码率(BER)、容量、频谱效率和能效是评估的三种链路类型:直接链路、中继链路和 UE 中继链路。结果表明,直接链路具有最低误码率和最大数据吞吐量,是最可靠、最高效的通信选择。不过,与直接链路相比,中继连接和 UE 中继链路显示出更好的整体频谱效率,表明它们能够在单位带宽内传输更多数据。三种方案中能耗最低的是直接链路。这项研究表明,在没有传统通信基础设施的紧急情况下,D2D 通信具有巨大的潜力。数据显示,直接链路是最可靠、最有效的通信选择,尽管在直接链路受到破坏的情况下,UE 链路仍能有效发挥作用。基于数据速率的方法是寻找和选择 D2D 合作伙伴的有效策略。这项研究的结果可以指导 5G 网络中 D2D 应急通信解决方案的开发。
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引用次数: 0
An adaptive transmission strategy based on cloud computing in IoV architecture 物联网架构中基于云计算的自适应传输策略
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-27 DOI: 10.1186/s13638-024-02341-z
Bin Li, Vivian Li, Miao Li, John Li, Jiaqi Yang, Bin Li

Because of recent developments in wireless communication, sensor technology, and computing technology, researchers have recently shown a significant amount of interest in the Internet of Vehicles (IoV), which has become feasible as a result of these improvements. Because of the distinctive characteristics of IoV, such as the varied compute and communication capacities of network nodes, it is difficult to process jobs that are time-sensitive. The purpose of this study is to investigate the ways in which cloud computing may collaborate with the IoV to make the processing of time-sensitive procedures easier. We propose a vehicle design that makes advantage of cloud computing as a means of accomplishing this goal. Increasing the proportion of time-sensitive jobs that are ultimately completed was the motivation behind the development of the offloading model that we devised. Taking this into perspective, we present an adaptive task offloading and transmission method. Taking into account the ever-changing requirements and constraints on the available resources, this algorithm dynamically organizes all of the tasks into separate cloud link lists on the cloud. Following that, the tasks contained within each list are distributed in a cooperative manner to a number of different nodes, with the characteristics of those nodes being taken into consideration. Following the presentation of the simulation model, we carried out an experimental investigation into the effectiveness of the model that was proposed. It is abundantly evident that the proposed model is effective, as indicated by the findings.

由于无线通信、传感器技术和计算技术的最新发展,研究人员最近对车联网(IoV)产生了浓厚的兴趣。由于 IoV 的显著特点,例如网络节点的计算和通信能力各不相同,因此很难处理具有时间敏感性的工作。本研究的目的是探讨云计算与 IoV 合作的方式,使时间敏感性程序的处理变得更容易。我们提出了一种利用云计算实现这一目标的车辆设计方案。提高最终完成的时间敏感性工作的比例是我们开发卸载模型的动机。有鉴于此,我们提出了一种自适应任务卸载和传输方法。考虑到对可用资源不断变化的要求和限制,该算法将所有任务动态地组织到云上的独立云链接列表中。之后,每个列表中包含的任务会以合作的方式分配给多个不同的节点,同时考虑到这些节点的特性。在介绍了模拟模型后,我们对所提出模型的有效性进行了实验调查。研究结果充分表明,所提出的模型是有效的。
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引用次数: 0
A modified LSTM with QoS aware hybrid AVO algorithm to enhance resource allocation in D2D communication 改进的 LSTM 与 QoS 感知混合 AVO 算法,用于增强 D2D 通信中的资源分配
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-12 DOI: 10.1186/s13638-024-02339-7
Shaik Ahmed Pasha, Noor Mohammed Vali Mohamad

In communication technologies, device-to-device (D2D) communication is essential for resource management and power control, which are major research concerns nowadays. D2D resource allocation involves dividing vital resources, such as time, power, and spectrum, among several devices. Each device can connect to other devices via one or more frequency channels. D2D communication shares the cellular user resources, while signal power transmission causes interference to the users who share the same channel. So, there is a need to control the power of the D2D device to prevent interference. For proper power control and optimization of multi-channel D2D communication, which is a challenging task, we proposed a deep learning approach incorporating a hybrid resource allocation framework. This framework aims to increase the sum rate of D2D user equipment (DUE) while considering quality of service (QoS) factors like limiting interference to cellular user equipment (CUE) and guaranteeing individual DUE rates above a certain threshold. The proposed resource allocation scheme combines two methods, namely a metaheuristic hybrid particle swarm Cauchy approach to African vulture optimization (HPSCAV) and a modified long short-term memory (MLSTM) based approach. The HPSCAV scheme helps to ensure that the QoS constraints are met, while the MLSTM-based approach is utilized for efficient resource allocation by optimizing the power and improving it with HPSCAV. Simulation results validate that the proposed model achieved better performance in various metrics such as system capacity, power consumption, spectral efficiency (SE), and energy efficiency (EE).

在通信技术中,设备对设备(D2D)通信对于资源管理和功率控制至关重要,这也是当今研究的主要关注点。D2D 资源分配涉及在多个设备之间分配时间、功率和频谱等重要资源。每个设备可通过一个或多个频率信道与其他设备连接。D2D 通信共享蜂窝用户资源,而信号功率传输会对共享同一信道的用户造成干扰。因此,需要控制 D2D 设备的功率以防止干扰。为了对多信道 D2D 通信进行适当的功率控制和优化(这是一项具有挑战性的任务),我们提出了一种包含混合资源分配框架的深度学习方法。该框架旨在提高 D2D 用户设备(DUE)的总速率,同时考虑服务质量(QoS)因素,如限制对蜂窝用户设备(CUE)的干扰,并保证单个 DUE 的速率高于某个阈值。所提出的资源分配方案结合了两种方法,即非洲秃鹫优化的元启发式混合粒子群考奇方法(HPSCAV)和基于修正长短期记忆(MLSTM)的方法。HPSCAV 方案有助于确保满足 QoS 约束条件,而基于 MLSTM 的方法则通过优化功率和改进 HPSCAV 来实现高效的资源分配。仿真结果验证了所提出的模型在系统容量、功耗、频谱效率 (SE) 和能效 (EE) 等各种指标上都取得了更好的性能。
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引用次数: 0
Collaborative game-based task offloading scheme in the UAV-TB-assisted battlefield network platform 无人机-TB 辅助战场网络平台中基于游戏的协同任务卸载方案
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-08 DOI: 10.1186/s13638-024-02337-9
Sungwook Kim

In the sixth-generation (6G) wireless networks, the use of unmanned aerial vehicles (UAVs) and tethered balloons (TBs) to assist cellular networks has attracted considerable attentions due to their dynamic and quick deployment with their relative low cost. In this article, we propose a new task offloading scheme for smart devices in the modern battlefield area. By the integrative platform of TBs, UAVs and smart devices, the main challenges are (i) providing a task splitting algorithm for the partial offloading service, and (ii) develop a TB resource sharing algorithm to handle the offloading requests. For convenient wireless communications, UAVs work as relay nodes between TBs and individual devices. To achieve a mutually desirable solution, our proposed scheme is formulated as cooperative game models. First, the sequential Raiffa bargaining solution is applied to split the computation-intensive task of each smart device in the battlefield area. Second, the average-surplus value is adopted to effectively share the TB computing resource. Based on the reciprocal combination of two cooperative game solutions, we explore the sequential interaction of TBs, UAVs and battlefield devices, and jointly design our integrated control scheme for offloading services. According to the synergy effect, our hybrid approach can provide a fair-efficient solution in the UAV-TB-assisted battlefield network infrastructure. Finally, extensive simulations are conducted, and the results demonstrate the superiority of our proposed scheme over the existing baseline protocols.

在第六代(6G)无线网络中,使用无人飞行器(UAV)和系留气球(TB)辅助蜂窝网络以其动态、快速部署和相对低廉的成本吸引了大量关注。在本文中,我们为现代战场领域的智能设备提出了一种新的任务卸载方案。通过 TB、无人机和智能设备的集成平台,主要挑战在于:(i)为部分卸载服务提供任务分割算法;(ii)开发 TB 资源共享算法以处理卸载请求。为了实现便捷的无线通信,无人机充当了 TB 与单个设备之间的中继节点。为了实现双方都满意的解决方案,我们提出的方案被表述为合作博弈模型。首先,应用顺序雷法讨价还价方案来分割战场区域内每个智能设备的计算密集型任务。其次,采用平均盈余值来有效共享 TB 计算资源。基于两种合作博弈方案的互惠组合,我们探讨了 TB、无人机和战场设备的顺序交互,并共同设计了卸载服务的集成控制方案。根据协同效应,我们的混合方法可为无人机-结核病辅助战场网络基础设施提供公平高效的解决方案。最后,我们进行了大量仿真,结果表明我们提出的方案优于现有的基线协议。
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