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On the Orthogonal Coexistence of AFDM and OFDM for Joint Sensing and Communication 联合传感与通信中AFDM与OFDM正交共存的研究
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-28 DOI: 10.1109/OJCOMS.2025.3638461
Rania Yasmine Bir;Ayoub Ammar Boudjelal;Hüseyin Arslan
In this paper, we propose a coexistence scheme based on orthogonal frequency division multiplexing (OFDM) and affine frequency division multiplexing (AFDM) to enable efficient joint sensing and communication (JSAC) under different channel conditions. Specifically, the distinct signal representations of both waveforms in the frequency and affine domains are exploited to ensure, by construction, the orthogonality and flexibility of the proposed mechanism within a shared resource grid. Furthermore, a novel pilot design is introduced to enable joint channel estimation for both communication and sensing tasks in a unified and coherent manner, using a single pilot structure for both functionalities. To further enhance the scheme’s adaptability, the proposed approach dynamically adapts to channel mobility and time variation, ensuring seamless and stable operation in JSAC networks across practical scenarios. Numerical results validate the effectiveness of the design, demonstrating accurate, low-complexity radar parameter estimation while simultaneously maintaining high data rates, and reducing the peak-to-average-power ratio (PAPR) when compared with the conventional OFDM and AFDM baselines. Taken together, these elements indicate that the proposed coexistence strategy achieves sensing capability and communication efficiency within a single design while preserving the intended orthogonality and flexibility.
在本文中,我们提出了一种基于正交频分复用(OFDM)和仿射频分复用(AFDM)的共存方案,以实现在不同信道条件下的高效联合传感和通信(JSAC)。具体来说,利用频率和仿射域波形的不同信号表示来确保,通过构建,在共享资源网格内提出的机制的正交性和灵活性。此外,引入了一种新的导频设计,以统一和一致的方式实现通信和传感任务的联合信道估计,使用单个导频结构实现两种功能。为了进一步增强方案的自适应性,本文提出的方法动态适应信道的移动性和时变,保证了JSAC网络跨实际场景的无缝稳定运行。数值结果验证了设计的有效性,与传统的OFDM和AFDM基线相比,在保持高数据速率的同时,展示了准确、低复杂度的雷达参数估计,并降低了峰值与平均功率比(PAPR)。综上所述,这些元素表明所提出的共存策略在保持预期的正交性和灵活性的同时,在单个设计中实现了传感能力和通信效率。
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引用次数: 0
Robust Hybrid Transmitter Design for DAoSA With Low-Resolution Hardware and Imperfect CSI 低分辨率硬件和不完美CSI下DAoSA的鲁棒混合发射机设计
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-28 DOI: 10.1109/OJCOMS.2025.3638661
Zahraalsadat Alavizadeh;Benoit Champagne;Yunlong Cai
Dynamic array-of-subarrays (DAoSA) hybrid precoding architectures have shown great potential in reducing power consumption while meeting data rate requirements in THz massive Multiple-Input Multiple-Output (mMIMO) systems. These structures employ a network of dynamic switches to adapt the connections between available RF chains and subarrays, based on current channel state information (CSI). While ongoing research often assumes ideal hardware components, i.e., phase shifters (PS) and digital-to-analog converters (DAC), along with perfect CSI, deviations from these assumptions may entail significant loss in performance. In this paper, we introduce a new robust transmitter design methodology for DAoSA, with the objective of optimizing sum rate while mitigating the adverse effects of low-resolution hardware and imperfect CSI. Leveraging a Gaussian model for the channel uncertainties, we formulate the problem as optimizing a worst-case sum rate expression with respect to the system parameters, i.e., analog and baseband precoder matrices, switch network matrix, and bit allocation for DAC, subject to practical constraints on transmit power budget and minimum transmission rate. To address this complex optimization problem, we devise a novel penalty dual decomposition (PDD) algorithm that can effectively handle difficulties posed by the coupling terms within the constraints of the original problem. The performance of the proposed method for robust hybrid DAoSA transmitter design is thoroughly evaluated by means of numerical analysis. The results demonstrate that in the presence of low-resolution hardware components, imperfect CSI, and total power constraint, the proposed design method leads to improved sum rate when compared to non-robust and other robust design approaches.
动态子阵列(DAoSA)混合预编码架构在降低功耗的同时满足太赫兹大规模多输入多输出(mMIMO)系统的数据速率要求方面显示出巨大的潜力。这些结构采用动态开关网络,根据当前信道状态信息(CSI)调整可用RF链和子阵列之间的连接。虽然正在进行的研究通常假设理想的硬件组件,即移相器(PS)和数模转换器(DAC),以及完美的CSI,但偏离这些假设可能会导致性能的重大损失。在本文中,我们介绍了一种新的用于DAoSA的鲁棒发射机设计方法,旨在优化和速率,同时减轻低分辨率硬件和不完善的CSI的不利影响。利用信道不确定性的高斯模型,我们将问题表述为根据系统参数(即模拟和基带预编码器矩阵、交换网络矩阵和DAC的位分配)优化最坏情况和速率表达式,并受到发射功率预算和最小传输速率的实际约束。为了解决这一复杂的优化问题,我们设计了一种新的惩罚对偶分解(PDD)算法,该算法可以有效地处理原问题约束下的耦合项所带来的困难。通过数值分析,对所提出的鲁棒混合DAoSA发射机设计方法的性能进行了全面评价。结果表明,在存在低分辨率硬件组件、不完善的CSI和总功率约束的情况下,与非鲁棒和其他鲁棒设计方法相比,所提出的设计方法可以提高求和速率。
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引用次数: 0
LEO-Based Edge Computing Service Platform for Challenging Geographical Terrain 基于leo的地理地形挑战边缘计算服务平台
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-28 DOI: 10.1109/OJCOMS.2025.3638149
Sovit Bhandari;Thang X. Vu;Symeon Chatzinotas
The next-generation fully regenerative payload-enabled low Earth orbit (LEO) satellites enable Satellite-as-a-Service (SaaS) capabilities. In this work, we propose a three-tier SaaS platform for on-demand computing services such as disaster forecast, 2D/3D scene observation, route finding, and rescue operations based on satellite images/videos, taking into account different beam management techniques. Unlike existing works where LEO satellites collaborate with ground users, in the considered system, users only request a service index, while all computation is fully handled within the satellite network and/or its connected gateway (GW). The primary objective is to minimize the worst-case service completion time by optimizing the computation and communication allocation among the satellites and the GW. The formulated multi-objective optimization problem is characterized as non-linear, non-convex, and non-deterministic polynomial-time (NP)-hard. To tackle this challenge, we propose an iterative algorithm based on the alternating optimization (AO) framework. This approach solves two sub-problems in sequence during each iteration: i) optimizing the link selection and task offloading decisions via a successive convex approximation (SCA) method, and ii) optimizing computational resources and downlink communication bandwidth via a convex formulation. Furthermore, we propose a delivery strategy during handover (HO) periods for returning the task results under both Earth-fixed beam and Earth-moving beam configurations. Simulation results based on realistic system parameters and datasets show that our proposed design reduces the task completion time by at least 16% compared to the reference strategies. The impact of computational cycles, inter-satellite link rates, feeder link rates, and HO decisions under different beam configurations is illustrated in terms of mean task completion time.
下一代完全再生有效载荷的低地球轨道(LEO)卫星能够实现卫星即服务(SaaS)能力。在这项工作中,我们提出了一个基于卫星图像/视频的三层SaaS平台,用于灾害预测、2D/3D场景观测、寻路和救援行动等按需计算服务,并考虑了不同的波束管理技术。与现有的低轨道卫星与地面用户协作的工作不同,在考虑的系统中,用户只请求服务索引,而所有计算都在卫星网络和/或其连接的网关(GW)内完全处理。该方法的主要目标是通过优化卫星与卫星间的计算和通信分配,使最坏情况下服务完成时间最小化。所提出的多目标优化问题具有非线性、非凸、非确定的多项式-时间(NP)难的特点。为了解决这一挑战,我们提出了一种基于交替优化(AO)框架的迭代算法。该方法在每次迭代中依次解决两个子问题:i)通过连续凸近似(SCA)方法优化链路选择和任务卸载决策;ii)通过凸公式优化计算资源和下行通信带宽。此外,我们提出了一种在交接(HO)期间的交付策略,用于在固定土方波束和移动土方波束配置下返回任务结果。基于实际系统参数和数据集的仿真结果表明,与参考策略相比,我们提出的设计可将任务完成时间缩短至少16%。计算周期、卫星间链路速率、馈线链路速率和不同波束配置下的HO决策的影响用平均任务完成时间来说明。
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引用次数: 0
Secure Coding Scheme for the Gaussian Broadcast Wiretap Channel With Common Message and Partial Feedback 具有公共消息和部分反馈的高斯广播窃听信道安全编码方案
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-26 DOI: 10.1109/OJCOMS.2025.3637235
Hua He;Changsong Ma;Haoheng Yuan
In the literature, it has already been shown that a feedback control based coding scheme enhances the secrecy capacity of the Gaussian broadcast wiretap channel (GBC-WTC) with common message, and it performs better than the conventional random key based feedback scheme. However, note that the previously proposed scheme is based on the assumption that both the two receivers can send their received signals back to the transmitter via two feedback channels, which may not be available when a certain feedback channel fails to work. In this paper, we study the GBC-WTC with common message and partial feedback, where only one legitimate receiver can send his received signal back to the sender via a perfect feedback channel. A hybrid scheme, which combines the classical Schalkwijk-Kailath (SK) feedback control scheme, a dirty paper pre-coding scheme and the conventional random binning scheme is proposed for this model. Numerical results show that even in such a partial feedback case, our proposed scheme still works well and outperforms the existing secret-key based scheme in the literature.
已有文献表明,基于反馈控制的编码方案提高了具有公共消息的高斯广播窃听信道(GBC-WTC)的保密能力,其性能优于传统的基于随机密钥的反馈方案。但是,请注意,前面提出的方案是基于两个接收器都可以通过两个反馈通道将接收到的信号发送回发送器的假设,当某个反馈通道失效时,这两个反馈通道可能不可用。本文研究了具有公共消息和部分反馈的GBC-WTC,其中只有一个合法的接收方可以通过一个完美的反馈通道将其接收到的信号发送回发送方。针对该模型,提出了一种将经典的Schalkwijk-Kailath (SK)反馈控制方案、脏纸预编码方案和传统随机分组方案相结合的混合方案。数值结果表明,即使在这种部分反馈情况下,我们提出的方案仍然可以很好地工作,并且优于文献中现有的基于密钥的方案。
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引用次数: 0
Toward Wi-Fi 8 Standard: A Survey of State-of-the-Art Technologies 迈向Wi-Fi 8标准:最新技术综述
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-26 DOI: 10.1109/OJCOMS.2025.3637585
Shiwen He;Chengzuo Peng;Wei Huang;Zhenyu An;Yurong Qian;Linhua Liu
With the emergence of new applications such as collaborative mobile robots and immersive communications, the stringent requirements on the reliability and latency are far beyond the capabilities of existing wireless local area networks (WLANs) standards. To meet these demands, IEEE 802.11 standard organization has established a working group to revise the existing WLAN standard with a aim to achieve ultra-high reliability (UHR) and ultra-low latency. This paper provides a comprehensive survey of key technologies on physical layer and medium access control layer discussed in the UHR working group. Specifically, it focuses primarily on the related progress of the technologies, such as double low-density parity-check codeword lengths, a new modulation and coding scheme as well as unequal modulation techniques, distributed resource units, multi-access point coordination techniques, non-primary channel access, and seamless roaming, etc. Meanwhile, this paper further reviews the progress related to the low-high frequency common baseband technologies. Finally, a few potential research directions beyond the state-of-the-art technologies discussed in the working group are discussed for the development of WLAN technologies.
随着协作移动机器人和沉浸式通信等新应用的出现,对可靠性和延迟的严格要求远远超出了现有无线局域网(wlan)标准的能力。为了满足这些需求,IEEE 802.11标准组织成立了一个工作组来修订现有的WLAN标准,以实现超高可靠性(UHR)和超低延迟。本文对UHR工作组讨论的物理层和介质访问控制层关键技术进行了综述。具体而言,重点介绍了双低密度奇偶校验码字长度、新的调制和编码方案以及不等调制技术、分布式资源单元、多接入点协调技术、非主信道接入和无缝漫游等相关技术的进展。同时,进一步综述了低高频共基带技术的研究进展。最后,除了工作组讨论的最新技术之外,还讨论了WLAN技术发展的一些潜在研究方向。
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引用次数: 0
ProMSC-MIS: Prompt-Based Multimodal Semantic Communication for Multi-Spectral Image Segmentation ProMSC-MIS:基于提示的多模态语义通信多光谱图像分割
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1109/OJCOMS.2025.3636725
Haoshuo Zhang;Yufei Bo;Meixia Tao
Multimodal semantic communication has great potential to enhance downstream task performance by integrating complementary information across modalities. This paper introduces ProMSC-MIS, a novel Prompt-based Multimodal Semantic Communication framework for Multi-Spectral Image Segmentation. It enables efficient task-oriented transmission of spatially aligned RGB and thermal images over band-limited channels. Our framework has two main design novelties. First, by leveraging prompt learning and contrastive learning, unimodal semantic encoders are pre-trained to learn diverse and complementary semantic representations, where each modality serves as a cross-modal prompt for the other. Second, a semantic fusion module that combines cross-attention mechanism and squeeze-and-excitation (SE) networks is designed to effectively fuse cross-modal features. Experimental results demonstrate that ProMSC-MIS substantially outperforms conventional image transmission combined with state-of-the-art segmentation methods. Notably, it reduces the required communication cost by 50%–70% at the same segmentation performance, while also decreasing the storage overhead and computational complexity by 26% and 37%, respectively. Ablation studies also validate the effectiveness of the proposed pre-training and semantic fusion strategies. Our scheme is highly suitable for applications such as autonomous driving and nighttime surveillance.
多模态语义通信通过整合跨模态的互补信息,具有提高下游任务性能的巨大潜力。介绍了一种新的基于提示的多模态语义通信框架ProMSC-MIS,用于多光谱图像分割。它可以在带宽有限的通道上有效地传输空间对齐的RGB和热图像。我们的框架有两个主要的设计新颖之处。首先,通过利用提示学习和对比学习,对单模态语义编码器进行预训练,以学习多样化和互补的语义表示,其中每个模态都作为另一个模态的跨模态提示。其次,设计了一个结合交叉注意机制和挤压激励(SE)网络的语义融合模块,有效地融合了跨模态特征。实验结果表明,ProMSC-MIS在结合最先进的分割方法的情况下,大大优于传统的图像传输。值得注意的是,在相同的分割性能下,它将所需的通信成本降低了50%-70%,同时将存储开销和计算复杂度分别降低了26%和37%。消融研究也验证了所提出的预训练和语义融合策略的有效性。我们的方案非常适合自动驾驶和夜间监视等应用。
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引用次数: 0
Empirical 3-D Channel Modeling for Cellular-Connected UAVs: A Triple-Layer Machine Learning Approach 蜂窝连接无人机的经验三维通道建模:三层机器学习方法
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1109/OJCOMS.2025.3636915
Haider A. H. Alobaidy;Mehran Behjati;Rosdiadee Nordin;Muhammad Aidiel Zulkifley;Nor Fadzilah Abdullah;Nur Fahimah Mat Salleh
This work proposes an empirical air-to-ground (A2G) propagation model specifically designed for cellular-connected unmanned aerial vehicles (UAVs). An in-depth aerial drive test was carried out within an operating Long-Term Evolution (LTE) network, gathering thorough measurements of key network parameters. Rigid preprocessing and statistical analysis of these data produced a strong foundation for training a new triple-layer machine learning (ML) model. The proposed ML framework employs a systematic hierarchical approach. Accordingly, the first two layers, Stepwise Linear Regression (STW) and Ensemble of Bagged Trees (EBT) generate predictions independently; meanwhile, the third layer, Gaussian Process Regression (GPR), explicitly acts as an aggregation layer, refining these predictions to accurately estimate Key Performance Indicators (KPIs) such as Reference Signal Received Power (RSRP), Reference Signal Received Quality (RSRQ), Received Signal Strength (RSSI), and Path Loss (PL). Compared to traditional single-layer ML or computationally intensive ray-tracing approaches, the proposed triple-layer ML framework significantly improves predictive performance and robustness, achieving a coefficient of determination $(R^{2})$ values of approximately 0.99 in training and above 0.90 in testing while utilizing a minimal but effective feature set (log-transformed 3D and 2D propagation distances, azimuth, and elevation angles). This streamlined feature selection substantially reduces computing complexity, thus enhancing scalability across various operating environments. The proposed framework’s practicality and efficacy for real-world deployment in UAV-integrated cellular networks are further demonstrated by comparative analyses, which underscore its substantial improvement.
这项工作提出了一个专门为蜂窝连接无人机(uav)设计的经验空对地(A2G)传播模型。在长期演进(LTE)网络中进行了深入的空中驾驶测试,收集了关键网络参数的全面测量数据。对这些数据进行严格的预处理和统计分析,为训练新的三层机器学习(ML)模型奠定了坚实的基础。提出的机器学习框架采用系统的分层方法。因此,前两层,逐步线性回归(STW)和袋树集合(EBT)独立生成预测;同时,第三层高斯过程回归(GPR)明确地充当聚合层,对这些预测进行细化,以准确估计关键性能指标(kpi),如参考信号接收功率(RSRP)、参考信号接收质量(RSRQ)、接收信号强度(RSSI)和路径损耗(PL)。与传统的单层机器学习或计算密集型光线追踪方法相比,本文提出的三层机器学习框架显著提高了预测性能和鲁棒性,在训练中实现了约0.99的确定系数$(R^{2})$值,在测试中实现了0.90以上的确定系数$值,同时利用了最小但有效的特征集(对数变换的3D和2D传播距离、方位角和仰角)。这种简化的特征选择大大降低了计算复杂性,从而增强了跨各种操作环境的可伸缩性。通过对比分析,进一步证明了该框架在无人机集成蜂窝网络中实际部署的实用性和有效性,强调了其实质性改进。
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引用次数: 0
6G New Mid-Band/FR3 (6–24 GHz): Channel Measurement, Characteristics and Modeling 6G新中频/FR3 (6-24 GHz):通道测量、特性和建模
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1109/OJCOMS.2025.3636972
Haiyang Miao;Jianhua Zhang;Pan Tang;Qi Zhen;Jie Meng;Ximan Liu;Enrui Liu;Peijie Liu;Lei Tian;Guangyi Liu
The new mid-band spectrum (6-24 GHz, including Frequency Range 3 (FR3)) has attracted significant attention from both academia and industry, which is the spectrum with continuous bandwidth that combines the coverage benefits of low frequency with the capacity advantages of high frequency. Considering the outdoor environment is the primary application scenario for mobile communications, this paper presents the first comprehensive summary of multi-scenario and multi-frequency channel characteristics based on the new mid-band channel measurements, mainly including Urban Macrocell (UMa), Urban Microcell (UMi), and Outdoor to Indoor (O2I). Specifically, the analysis of the channel characteristics is presented, such as path loss, delay spread, angular spread, channel sparsity, capacity, near-field and spatial non-stationary characteristics. Then, considering that satellite communication will be an important component of future communication systems, we examine the impact of clutter loss in air-to-ground communications. The analysis suggests that the frequency dependence of clutter loss is not significant for the mid-band. Additionally, given that penetration loss is frequency-dependent, we summarize its variation within the FR3 band. The experimental results show that the 3rd Generation Partnership Project (3GPP) TR 38.901 model is still a useful reference for the penetration loss of the wood, but there are significant deviations for the penetration loss of concrete and glass, and further improvement is needed. In summary, the findings of this paper provide both empirical data and theoretical support for the deployment of mid-band in future communication systems, as well as guidance for optimizing mid-band base station deployment in the communication environment. This paper provides a reference for the standards and research of potential spectra and technologies.
新的中频频谱(6- 24ghz,包括FR3 (Frequency Range 3))是一种集低频覆盖优势和高频容量优势于一体的连续带宽频谱,受到了学术界和工业界的广泛关注。考虑到户外环境是移动通信的主要应用场景,本文首次综合总结了基于新型中频信道测量的多场景多频信道特性,主要包括城市宏蜂窝(UMa)、城市微蜂窝(UMi)和室内外(O2I)。具体而言,分析了信道特性,如路径损耗、延迟扩展、角扩展、信道稀疏性、容量、近场和空间非平稳特性。然后,考虑到卫星通信将成为未来通信系统的重要组成部分,我们研究了杂波损耗对空对地通信的影响。分析表明,中频段杂波损失的频率依赖性不显著。此外,考虑到穿透损耗是频率相关的,我们总结了其在FR3波段内的变化。实验结果表明,第三代伙伴计划(3GPP) TR 38.901模型对木材的侵彻损失仍有参考价值,但对混凝土和玻璃的侵彻损失存在较大偏差,需要进一步改进。综上所述,本文的研究结果为未来通信系统中频部署提供了经验数据和理论支持,也为优化通信环境中频基站部署提供了指导。本文为势谱标准的制定和技术的研究提供了参考。
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引用次数: 0
MARHO: Hybrid Task Offloading in Maritime MEC via Multi-Agent Reinforcement Learning 基于多智能体强化学习的海事MEC混合任务卸载
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1109/OJCOMS.2025.3637110
Jiahong Ning;Aimin Li;Gary C. F. Lee;Sumei Sun;Tingting Yang
This paper presents MARHO, a Multi-Agent Reinforcement learning-based Hybrid task Offloading framework, designed for maritime mobile edge computing (MEC) environments characterized by time-varying wireless channels, heterogeneous workloads, and stringent quality of service (QoS) requirements. The considered MEC architecture integrates uncrewed surface vessels (USVs), uncrewed aerial vehicles (UAVs), and a ship platform with high-performance edge servers. USVs generate sensing and computing tasks that can be (i) executed locally, (ii) offloaded to UAVs for aerial edge processing, or (iii) relayed through UAVs to the ship under line-of-sight (LoS) links. The system model jointly captures queueing dynamics, wireless transmission latency, computation delay, and battery constraints. The hybrid offloading problem is formulated as a Decentralized Partially Observable Markov Decision Process (Dec-POMDP), where each USV acts as an agent that decides its offloading mode under partial observations. To solve this, MARHO employs a centralized training and decentralized execution (CTDE) scheme, enabling agents to learn resource-aware strategies that effectively balance communication and computation. A Gym-based simulation environment is developed, integrating realistic maritime signal propagation, queue dynamics, and mixed offloading scenarios. The experimental results under different task loads demonstrate that MARHO consistently achieves higher throughput and has a lower average latency compared to the existing benchmark.
本文提出了MARHO,一种基于多智能体强化学习的混合任务卸载框架,专为具有时变无线信道、异构工作负载和严格服务质量(QoS)要求的海上移动边缘计算(MEC)环境而设计。考虑的MEC架构集成了无人水面舰艇(usv)、无人飞行器(uav)和具有高性能边缘服务器的船舶平台。usv产生传感和计算任务,可以(i)在本地执行,(ii)卸载到无人机进行空中边缘处理,或(iii)通过无人机在视距(LoS)链路下中继到舰艇。该系统模型联合捕获排队动态、无线传输延迟、计算延迟和电池约束。混合卸载问题被表述为一个分散的部分可观察马尔可夫决策过程(Dec-POMDP),其中每个USV作为一个代理,在部分观测下决定其卸载模式。为了解决这个问题,MARHO采用了集中训练和分散执行(CTDE)方案,使代理能够学习有效平衡通信和计算的资源感知策略。开发了一个基于gym的仿真环境,集成了真实的海上信号传播、队列动力学和混合卸载场景。在不同任务负载下的实验结果表明,与现有基准测试相比,MARHO具有更高的吞吐量和更低的平均延迟。
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引用次数: 0
Resilient Wireless-Optical Interconnection Scheme for Data Centers: Cascaded Reflective and Transmissive Meta-Surfaces 数据中心弹性无线光互联方案:级联反射和传输元表面
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1109/OJCOMS.2025.3637098
Weigang Hou;Weijie Qiu;Xiaoxue Gong;Yuxin Xu;Lei Guo
This paper presents a novel wireless-optical interconnection scheme employing cascaded transmissive and reflective metasurfaces to overcome the switching capacity limitations of conventional spatial light modulators and micro-electro-mechanical systems in data centers. We design a passive transmissive metasurface that splits an incident beam into N transmitted beams, which are subsequently reflected by a reflective metasurface to generate $2times N$ output beams, substantially enhancing switching capacity. To dynamically optimize resource utilization and prevent service disruptions due to congestion or underutilization, we develop an AI-driven traffic prediction algorithm for intelligent topology reconfiguration. Extensive simulations validate the system’s 1-to-4 beam-splitting capability with remarkably low insertion loss of 0.5dB, while achieving 91% traffic prediction accuracy-representing a 34% improvement over conventional long short-term memory (LSTM) models. The proposed data center architecture establishes a new paradigm for next-generation data center interconnects, offering superior capacity, minimal loss, and intelligent reconfigurability.
为了克服数据中心中传统空间光调制器和微机电系统的开关容量限制,提出了一种采用级联传输和反射超表面的新型无线光互连方案。我们设计了一种无源传输超表面,它将入射光束分成N个发射光束,这些发射光束随后被反射超表面反射,产生$2 N$输出光束,大大提高了开关容量。为了动态优化资源利用并防止因拥塞或利用不足而导致的服务中断,我们开发了一种人工智能驱动的流量预测算法,用于智能拓扑重构。大量的仿真验证了该系统的1- 4分束能力,插入损耗非常低,只有0.5dB,同时实现了91%的流量预测精度,比传统的长短期记忆(LSTM)模型提高了34%。提出的数据中心体系结构为下一代数据中心互连建立了一个新的范例,提供卓越的容量、最小的损失和智能可重构性。
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引用次数: 0
期刊
IEEE Open Journal of the Communications Society
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