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Spectral Efficiency and Energy Efficiency Tradeoff in Multiuser RIS-Aided Mobile Edge Computing Networks 多用户ris辅助移动边缘计算网络的频谱效率和能效权衡
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-13 DOI: 10.1109/OJCOMS.2024.3497756
Nazanin Kalantarinejad;Dariush Abbasi-Moghadam;Halim Yanikomeroglu
Mobile edge computing (MEC) is emerging as a critical technology for supporting latency-sensitive and computation-intensive services-however, random wireless channel fading limits offloading rates, posing a significant challenge to MEC performance. In MEC systems, effective energy management and high-speed communication links between user devices and MEC servers are essential for supporting services that require low latency and high computation power. Reconfigurable intelligent surfaces (RIS) have been proposed as a promising solution to enhance the quality of communication links between users and MEC servers by dynamically reconfiguring the wireless propagation environment to overcome these challenges. We formulate a trade-off optimization problem to balance SE and EE in RIS-aided MEC systems, which is crucial due to limited system resources and the need for dynamic adaptation to varying network requirements-aimed at joint optimization of transmission power, phase-shift matrix, and MEC offloading and computation delays. Given the problem’s intractability, we develop an alternating optimization-based iterative algorithm incorporating quadratic transformation and successive convex approximation techniques to obtain sub-optimal solutions. Firstly, we address the minimum delay power allocation and task offloading by using quadratic transformations for fractional problems and closed-form solutions. Afterward, we optimize the phase shifts through semidefinite programming and a penalty-based approach. Simulation results validate the effectiveness of the proposed framework, demonstrating significant improvements in SE and EE compared to conventional systems without RIS or with static RIS configurations.
移动边缘计算(MEC)正在成为支持延迟敏感和计算密集型服务的关键技术,然而,随机无线信道衰落限制了卸载速率,对MEC性能提出了重大挑战。在MEC系统中,有效的能源管理和用户设备与MEC服务器之间的高速通信链路对于支持需要低延迟和高计算能力的服务至关重要。可重构智能表面(RIS)被认为是一种很有前途的解决方案,通过动态地重新配置无线传播环境来克服这些挑战,从而提高用户和MEC服务器之间通信链路的质量。我们制定了一个权衡优化问题,以平衡ris辅助MEC系统中的SE和EE,这是至关重要的,因为系统资源有限,需要动态适应不同的网络需求-旨在联合优化传输功率,相移矩阵,MEC卸载和计算延迟。鉴于问题的棘手性,我们开发了一种基于交替优化的迭代算法,结合二次变换和连续凸逼近技术来获得次优解。首先,我们利用二次变换解决了分数阶问题和闭解的最小延迟功率分配和任务卸载问题。然后,我们通过半定规划和基于惩罚的方法来优化相移。仿真结果验证了所提出框架的有效性,与没有RIS或具有静态RIS配置的传统系统相比,显示了SE和EE的显着改进。
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引用次数: 0
Throughput Maximization in Delay-Critical and Energy-Aware SW-UAV-WNs Using Q-Learning 利用 Q 学习实现延迟关键型和能量感知型 SW-UAV-WN 的吞吐量最大化
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-12 DOI: 10.1109/OJCOMS.2024.3496740
Sreenivasa Reddy Yeduri;Neha Sharma;Om Jee Pandey;Linga Reddy Cenkeramaddi
Unmanned aerial vehicles (UAVs) are getting significant attention from both researchers and the industry due to their wide range of applications. Remote sensing is one such application, in which UAVs are deployed to sense remote areas and transmit the data to a ground station for processing. However, due to the mobility and limited transmission range of UAVs, data transfer requires multiple hops. Nevertheless, the higher the number of hops, the larger the network latency. Thus, there is a need to reduce the number of hops and improve the connectivity. This can be achieved by creating small-world networks (SWNs) that perform better than traditional networks in terms of network evaluation metrics. The SWNs are created by adding shortcuts to the traditional network. In the literature, many theoretical works have been proposed for the creation of SWNs. However, these works add shortcuts randomly into the existing conventional network and fail to account for the costs incurred with the added shortcuts. As a result, these works are ineffective in improving the overall performance of the network. Thus, this work presents a novel reinforcement learning technique that uses a Q-learning algorithm to optimize throughput in delay-critical and energy-aware small-world UAV-assisted wireless networks (SW-UAV-WNs). The proposed algorithm populates the Q-matrix with all possible shortcuts and updates the Q-values based on the reward/penalty. It then adds shortcuts based on descending Q-values until the SW-UAV-WN is established. Through numerical results, we demonstrate that the proposed framework surpasses the conventional SWC approach, canonical particle swarm data delivery method, Low Energy Adaptive Clustering Hierarchy (LEACH), modified LEACH, and conventional shortest path routing method in terms of network latency, lifetime, packet delivery ratio, and throughput. Furthermore, we discuss the effect of different UAV velocities and different heights of the layers in which the UAVs hover on the performance of the proposed approach.
无人驾驶飞行器(UAV)因其广泛的应用而受到研究人员和业界的极大关注。遥感就是其中一种应用,部署无人飞行器对偏远地区进行感知,并将数据传输到地面站进行处理。然而,由于无人机的移动性和有限的传输距离,数据传输需要多次跳转。然而,跳数越多,网络延迟就越大。因此,有必要减少跳数,提高连接性。这可以通过创建小世界网络(SWN)来实现,就网络评估指标而言,小世界网络的性能优于传统网络。SWN 是通过在传统网络中添加捷径而创建的。文献中提出了许多创建 SWN 的理论工作。但是,这些工作都是在现有的传统网络中随机添加捷径,而且没有考虑到添加捷径所产生的成本。因此,这些工作无法有效提高网络的整体性能。因此,本研究提出了一种新型强化学习技术,利用 Q-learning 算法来优化延迟关键型和能量感知型小型世界无人机辅助无线网络(SW-UAV-WNs)的吞吐量。所提出的算法用所有可能的捷径填充 Q 矩阵,并根据奖励/惩罚更新 Q 值。然后,该算法根据递减的 Q 值添加捷径,直到 SW-UAV-WN 建立起来。通过数值结果,我们证明了所提出的框架在网络延迟、寿命、数据包交付率和吞吐量方面超越了传统的 SWC 方法、典型的粒子群数据交付方法、低能量自适应聚类体系(LEACH)、改进的 LEACH 和传统的最短路径路由方法。此外,我们还讨论了不同的无人机速度和无人机悬停层的不同高度对拟议方法性能的影响。
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引用次数: 0
Blockchain-Assisted Cross-Platform Authentication Protocol With Conditional Traceability for Metaverse Environment in Web 3.0 为 Web 3.0 中的元宇宙环境提供有条件可追溯性的区块链辅助跨平台认证协议
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-07 DOI: 10.1109/OJCOMS.2024.3494548
Garima Thakur;Deepika Gautam;Pankaj Kumar;Ashok Kumar Das;Vivekananda Bhat K.;Joel J. P. C. Rodrigues
The preface of the permeated metaverse together with Web 3.0, has confluenced virtual and physical reality and can revolutionize social networks, healthcare, gaming and the educational system. Unfortunately, this assimilation has divulged ways for physical and virtual-reality-synthesized security threats like avatar impersonation and sybil attacks. Furthermore, the divergence in metaverse platforms and the involvement of central intermediaries prompted the demand for interoperability, security provisions and decentralization. Therefore, this paper projects a blockchain-integrated authentication protocol for a seamless interface in a cross-platform metaverse network with Web 3.0. The proposed mechanisms are structured for user and avatar authentication within cross-platforms while furnishing conditional traceability, an avatar-update phase and a revocation phase. The blockchain network hinges on characteristics of a consortium blockchain and the voting-based Practical Byzantine Fault Tolerance (PBFT) consensus algorithm. The security of the proposed network is displayed by harnessing the Real-or-Random (RoR) oracle model and informal analysis. The operational effectiveness of the suggested system is gauged through an assessment of relevant existing work based on metrics such as communication, bandwidth, and computational costs. The study’s results indicate that the proposed system exhibits better computation and communication overhead compared to other systems, making it well-suited for metaverse applications in Web 3.0.
渗透式元宇宙和 Web 3.0 的出现,将虚拟和物理现实融为一体,并将彻底改变社交网络、医疗保健、游戏和教育系统。不幸的是,这种同化为虚拟现实和物理现实的安全威胁提供了途径,如虚拟化身假冒和假人攻击。此外,元宇宙平台的分化和中央中介机构的介入,促使人们对互操作性、安全规定和去中心化提出了要求。因此,本文提出了一种区块链集成身份验证协议,以实现跨平台元宇宙网络与 Web 3.0 的无缝对接。所提议的机制是在跨平台内对用户和头像进行认证,同时提供条件可追溯性、头像更新阶段和撤销阶段。区块链网络基于联盟区块链的特点和基于投票的实用拜占庭容错(PBFT)共识算法。通过利用真实或随机(RoR)甲骨文模型和非正式分析,展示了所建议网络的安全性。通过对基于通信、带宽和计算成本等指标的现有相关工作进行评估,衡量了所建议系统的运行效果。研究结果表明,与其他系统相比,建议的系统具有更好的计算和通信开销,非常适合 Web 3.0 中的元数据应用。
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引用次数: 0
Scalable High-Throughput and Low-Latency DVB-S2(x) LDPC Decoders on SIMD Devices SIMD 设备上的可扩展高吞吐量低延迟 DVB-S2(x) LDPC 解码器
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-07 DOI: 10.1109/OJCOMS.2024.3494059
Bertrand Le Gal
Low-density parity-check (LDPC) codes are error correction codes (ECC) with near Shannon correction performances limit boosting the reliability of digital communication systems using them. Their efficiency goes hand in hand with their high computational complexity resulting in a computational bottleneck in physical layer processing. Solutions based on multicore and many-core architectures have been proposed to support the development of software-defined radio and virtualized radio access networks (vRANs). Many studies focused on the efficient parallelization of LDPC decoding algorithms. In this study, we propose an efficient SIMD parallelization strategy for DVB-S2(x) LDPC codes. It achieves throughputs from 7 Gbps to 12 Gbps on an INTEL Xeon Gold target when 10 layered decoding iterations are executed. Simultaneously, the latencies are lower than $400~mu $ s. These performances are equivalent to FPGA-based solutions and overclass CPU and GPU related works by factors up to $5times $ .
低密度奇偶校验(LDPC)码是一种纠错码(ECC),其纠错性能接近香农纠错码,从而提高了数字通信系统的可靠性。低密度奇偶校验码的高效性与高计算复杂性并存,导致物理层处理过程中出现计算瓶颈。人们提出了基于多核和多核架构的解决方案,以支持软件定义无线电和虚拟化无线电接入网(vRAN)的开发。许多研究侧重于 LDPC 解码算法的高效并行化。在本研究中,我们提出了一种针对 DVB-S2(x) LDPC 码的高效 SIMD 并行化策略。当执行 10 次分层解码迭代时,它在 INTEL Xeon Gold 目标机上实现了 7 Gbps 至 12 Gbps 的吞吐量。这些性能等同于基于 FPGA 的解决方案,比 CPU 和 GPU 相关工作高出 5 美元/次。
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引用次数: 0
vFFR: A Very Fast Failure Recovery Strategy Implemented in Devices With Programmable Data Plane vFFR:在带可编程数据平面的设备中实施极快故障恢复策略
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-07 DOI: 10.1109/OJCOMS.2024.3493417
David Franco;Marivi Higuero;Ane Sanz;Juanjo Unzilla;Maider Huarte
The rapid emergence of new applications and services, and their increased demand for Quality of Service (QoS), have a significant impact on the development of today’s communication networks. As a result, communication networks are constantly evolving towards new architectures, such as the 6th Generation (6G) of communication systems, currently being studied in academic and research environments. One of the most critical aspects of designing communication networks is meeting the restricted delay and packet loss requirements. In this context, although link failure recovery has been widely addressed in the literature, it remains one of the main causes of packet losses and delays in the network. The failure recovery time in currently deployed technologies is still far from the sub-millisecond delay required in 6G networks. The time required for distributed network architectures to converge to a common network state after a link failure is excessive. In contrast, centralized architectures such as Software-Defined Networking (SDN) solve this problem but still need to notify the failure to a centralized controller, which increases the recovery time. This paper proposes a very Fast Failure Recovery (vFFR) strategy that can recover from link failures in sub-millisecond timescales by reacting directly from the data plane of the network devices while maintaining a synchronized state with the centralized controller. We first analyze current failure recovery strategies and classify them according to the techniques used to optimize failure recovery time. Afterward, we describe the design of a vFFR strategy that combines three data plane recovery algorithms to reduce latency and packet loss under varying network conditions. Our vFFR strategy has been modeled in P4 language and tested on an emulation platform to validate the three data plane recovery algorithms under different conditions. The results show that latency varies according to the alternate path selected in the recovery algorithm, and the packet loss rate remains constant even when the background traffic reaches 90% of the link capacity. In addition, the vFFR strategy has been implemented on Intel Tofino devices, achieving a failure recovery time lower than $500~mu s$ and a total frame loss rate below 0.005% in all cases, including those with a 35 Gbps load.
新应用和新服务的迅速出现及其对服务质量(QoS)要求的提高,对当今通信网络的发展产生了重大影响。因此,通信网络正不断向新的架构发展,例如学术和研究环境中正在研究的第六代(6G)通信系统。设计通信网络最关键的一个方面是满足限制延迟和数据包丢失的要求。在这种情况下,尽管链路故障恢复在文献中已得到广泛讨论,但它仍然是造成网络数据包丢失和延迟的主要原因之一。目前部署的技术的故障恢复时间与 6G 网络所需的亚毫秒级延迟还相差甚远。分布式网络架构在链路故障后收敛到共同网络状态所需的时间过长。相比之下,软件定义网络(SDN)等集中式架构虽然解决了这一问题,但仍需将故障通知给集中式控制器,从而增加了恢复时间。本文提出了一种超快故障恢复(vFFR)策略,通过直接从网络设备的数据平面做出反应,同时与集中控制器保持同步状态,可以在亚毫秒级的时间尺度内从链路故障中恢复。我们首先分析了当前的故障恢复策略,并根据用于优化故障恢复时间的技术对其进行了分类。随后,我们介绍了 vFFR 策略的设计,该策略结合了三种数据平面恢复算法,可在不同网络条件下减少延迟和数据包丢失。我们的 vFFR 策略使用 P4 语言建模,并在仿真平台上进行了测试,以验证三种数据平面恢复算法在不同条件下的有效性。结果表明,延迟随恢复算法中选择的备用路径而变化,即使背景流量达到链路容量的 90%,丢包率也保持不变。此外,vFFR策略已在英特尔Tofino设备上实现,在所有情况下,包括负载为35 Gbps的情况下,故障恢复时间均低于500~mu s$,总丢帧率低于0.005%。
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引用次数: 0
Service Continuity in Edge Computing Through Edge Proxies and HTTP Alternative Services 通过边缘代理和 HTTP 替代服务实现边缘计算的服务连续性
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-06 DOI: 10.1109/OJCOMS.2024.3492695
Lorenzo Giorgi;Carlo Puliafito;Antonio Virdis;Enzo Mingozzi
Edge computing brings computation facilities in close proximity to users, hence paving the way to a plethora of applications characterized by stringent requirements. Edge systems are highly dynamic, and clients may have to access their edge services at different locations over time. When this happens, it is fundamental to guarantee seamless service continuity, i.e., letting endpoints reach each other transparently and with no or negligible impact on performance. In this work, we propose a service-continuity solution for edge environments that leverages an ecosystem of distributed edge proxies as its core element. Edge proxies mediate between client applications and edge services and are dynamically reconfigured by a system orchestrator to ensure service continuity when the proxy for a client needs to change. Our proxies exploit HTTP Alternative Services, an extension of the HTTP standard, to inform clients of the new proxy to reach. Our approach is fully transparent to the application logic and does not require any non-standard protocol modification. We implemented a Proof-of-Concept and used it to assess our solution over a small-scale testbed. We considered different experimental scenarios and variants of the proposed strategy, comparing it against alternative approaches, namely one where the edge proxy does not change and one based on DNS resolution. Experimental results show the validity and superior performance of the proposed methodology.
边缘计算将计算设施带到用户附近,从而为大量具有严格要求的应用铺平了道路。边缘系统具有高度动态性,客户可能需要在不同时间、不同地点访问边缘服务。在这种情况下,保证服务的无缝连续性至关重要,即让端点透明地相互连接,并且对性能没有影响或影响微乎其微。在这项工作中,我们为边缘环境提出了一种服务连续性解决方案,其核心要素是利用分布式边缘代理生态系统。边缘代理在客户端应用程序和边缘服务之间进行调解,并由系统协调器动态地重新配置,以确保在客户端的代理需要更改时服务的连续性。我们的代理利用 HTTP 替代服务(HTTP 标准的扩展)通知客户端要访问的新代理。我们的方法对应用逻辑完全透明,不需要修改任何非标准协议。我们实施了一个概念验证,并在一个小规模测试平台上对我们的解决方案进行了评估。我们考虑了不同的实验场景和拟议策略的变体,并将其与其他方法(即边缘代理不发生变化的方法和基于 DNS 解析的方法)进行了比较。实验结果表明了所提方法的有效性和优越性能。
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引用次数: 0
Delay Guarantees for a Swarm of Mobile Sensors in Safety-Critical Applications 安全关键型应用中移动传感器群的延迟保证
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-05 DOI: 10.1109/OJCOMS.2024.3491947
Orangel Azuaje;Ana Aguiar
Swarms of mobile wireless-connected sensors are increasingly deployed for applications such as monitoring, surveillance, and safety-critical operations. Quantifying end-to-end (e2e) delay performance guarantees in these scenarios is paramount. In this paper, we present a theoretical approach using Stochastic Network Calculus (SNC) with Moment Generating Functions (MGFs) to characterize e2e delay bounds in Mobile Wireless Sensor Networks (MWSNs). Our study focuses on a network composed of two segments: the first segment includes multiple nodes connected via a contention-based channel using the Distributed Coordination Function (DCF), while the second segment consists of a link prone to disconnections due to the mobility of nodes in the first segment. We model the first segment by calculating the expected per-packet service time in a non-saturated homogeneous contention channel and the second segment using a Discrete Time Markov Chain (DTMC). Initially, we derive a mathematical expression that correlates the offered load with the saturation status of each node’s queue in a non-saturated contention channel with homogeneous nodes. We then provide numerical e2e delay bounds for an illustrative example of a first responder network, quantifying the effects of non-saturated traffic, communication range on the head-sink link, and scheduling algorithms across different network sizes. Finally, we compare the derived e2e delay bounds with network simulations to assess their accuracy and reliability.
在监控、监视和安全关键操作等应用中,越来越多地部署了移动无线连接传感器群。量化这些场景中的端到端(e2e)延迟性能保证至关重要。在本文中,我们提出了一种理论方法,利用随机网络微积分(SNC)和矩生成函数(MGF)来描述移动无线传感器网络(MWSN)中的端到端(e2e)延迟界限。我们的研究重点是由两个网段组成的网络:第一个网段包括通过使用分布式协调函数(DCF)的基于争用的信道连接的多个节点,而第二个网段包括由于第一个网段中节点的移动性而容易断开的链路。我们通过计算非饱和同质竞争信道中的预期每包服务时间对第一段进行建模,并使用离散时间马尔可夫链(DTMC)对第二段进行建模。首先,我们推导出一个数学表达式,它将提供的负载与同质节点非饱和竞争信道中每个节点队列的饱和状态相关联。然后,我们提供了第一响应者网络示例的 e2e 延迟数值边界,量化了非饱和流量、首端-下沉链路上的通信范围以及不同网络规模的调度算法的影响。最后,我们将得出的 e2e 延迟边界与网络模拟进行比较,以评估其准确性和可靠性。
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引用次数: 0
Design and Operation Principles of a Wave-Controlled Reconfigurable Intelligent Surface 波控可重构智能表面的设计与工作原理
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-05 DOI: 10.1109/OJCOMS.2024.3492093
Gal Ben-Itzhak;Miguel Saavedra-Melo;Benjamin Bradshaw;Ender Ayanoglu;Filippo Capolino;A. Lee Swindlehurst
A Reconfigurable Intelligent Surface (RIS) consists of many small reflective elements whose reflection properties can be adjusted to change the wireless propagation environment. Envisioned implementations require that each RIS element be connected to a controller, and as the number of RIS elements on a surface may be on the order of hundreds or more, the number of required electrical connectors creates a difficult wiring problem. A potential solution to this problem was previously proposed by the authors in which “biasing transmission lines” carrying standing waves are sampled at each RIS location to produce the desired bias voltage for each RIS element. This paper presents models for the RIS elements that account for mutual coupling and realistic varactor characteristics, as well as circuit models for sampling the transmission line to generate the RIS control signals. The paper investigates two techniques for conversion of the transmission line standing wave voltage to the varactor bias voltage, namely an envelope detector and a sample-and-hold circuit. The paper also develops a modal decomposition approach for generating standing waves that are able to generate beams and nulls in the resulting RIS radiation pattern that maximize either the Signal-to-Noise Ratio (SNR) or the Signal-to-Leakage-plus-Noise Ratio (SLNR). The paper provides five algorithms, two for the case of the envelope detector, one for the sample-and-hold circuit, one for pursuing the global minimum for both circuits, and one for simultaneous beam and null steering. Extensive simulation results show that while the envelope detector is simpler to implement, the sample-and-hold circuit has substantially better performance and runs in substantially less time. In addition, the wave-controlled RIS is able to generate strong beams and deep nulls in desired directions. This is in contrast with the case of arbitrary control of each varactor element and idealized RIS models.
可重构智能表面(RIS)由许多小型反射元件组成,这些元件的反射特性可以通过调整来改变无线传播环境。设想的实施方案要求每个 RIS 元件都连接到一个控制器,而由于表面上的 RIS 元件数量可能达到数百个或更多,因此所需的电气连接器数量会造成布线困难的问题。作者之前提出了一个潜在的解决方案,即在每个 RIS 位置对携带驻波的 "偏置传输线 "进行采样,从而为每个 RIS 元件产生所需的偏置电压。本文介绍了考虑到相互耦合和实际变容二极管特性的 RIS 元件模型,以及对传输线进行采样以生成 RIS 控制信号的电路模型。论文研究了将传输线驻波电压转换为变容二极管偏置电压的两种技术,即包络检测器和采样与保持电路。论文还开发了一种产生驻波的模态分解方法,这种方法能够在产生的 RIS 辐射模式中产生波束和空泡,从而最大限度地提高信噪比或信漏加噪比。论文提供了五种算法,其中两种适用于包络探测器,一种适用于采样和保持电路,一种适用于追求两种电路的全局最小值,还有一种适用于同时进行波束和空转向。大量的仿真结果表明,虽然包络探测器的实现较为简单,但采样和保持电路的性能要好得多,运行时间也要短得多。此外,波控 RIS 还能在所需方向上产生强波束和深空。这与任意控制每个变容元件和理想化 RIS 模型的情况截然不同。
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引用次数: 0
Distributed Massive MIMO for Wireless Power Transfer in the Industrial Internet of Things 分布式大规模多输入多输出(MIMO)技术用于工业物联网中的无线电力传输
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-05 DOI: 10.1109/OJCOMS.2024.3491354
Son Dinh-van;Hien Quoc Ngo;Simon L. Cotton;Yuen Kwan Mo;Matthew D. Higgins
This paper considers wireless power transfer (WPT) for powering low-power devices in massive Machine Type Communication (mMTC) using a distributed massive multiple-input multiple-output (MIMO) system. Each Internet of Things (IoT) device can be served by one or more access points (APs) which is equipped with a massive antenna array. During each time slot, each IoT device transmits pilot sequences to enable APs to perform channel estimation. This process is followed by the WPT using conjugate beamforming. The approach to transmission power control is formulated as a non-convex optimization problem aiming to maximize the total accumulated power achieved by all IoT devices while taking into account the power weights at the APs, pilot power control at the IoT devices, and the non-linearity of practical energy harvesting circuits. An alternating optimization approach is adopted to solve it iteratively, achieving convergence within just a few iterations. Furthermore, since the number of IoT devices might be enormous in mMTC networks, we propose a pilot sharing algorithm allowing IoT devices to reuse pilot sequences effectively. Numerical results are provided to validate the effectiveness of the proposed power control algorithms and the pilot sharing scheme. It is shown that by allowing IoT devices to share the pilot sequences instead of employing the orthogonal pilots, the per-user accumulated performance is enhanced considerably, especially when the number of IoT devices is large relative to the coherence interval. The advantage of using distributed massive MIMO compared to its collocated counterpart is demonstrated in terms of the per-user accumulated power.
本文探讨了在大规模机器型通信(mMTC)中使用分布式大规模多输入多输出(MIMO)系统为低功耗设备供电的无线功率传输(WPT)问题。每个物联网(IoT)设备可由一个或多个接入点(AP)提供服务,这些接入点配备了大规模天线阵列。在每个时隙内,每个物联网设备都会发射先导序列,以便接入点进行信道估计。在此过程之后,WPT 将使用共轭波束成形。传输功率控制方法被表述为一个非凸优化问题,旨在最大化所有物联网设备实现的总累积功率,同时考虑到接入点的功率权重、物联网设备的先导功率控制以及实用能量收集电路的非线性。采用交替优化方法对其进行迭代求解,只需几次迭代就能达到收敛。此外,由于 mMTC 网络中物联网设备的数量可能非常庞大,我们提出了一种试点共享算法,允许物联网设备有效地重复使用试点序列。数值结果验证了所提功率控制算法和先导共享方案的有效性。结果表明,通过允许物联网设备共享先导序列而不是使用正交先导,每个用户的累积性能得到了显著提高,尤其是当物联网设备的数量相对于相干性间隔较大时。分布式大规模多输入多输出(massive MIMO)与同位置多输入多输出(collocated counterpart)相比,在每用户累积功率方面更具优势。
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引用次数: 0
Optimizing Multi-UAV Multi-User System Through Integrated Sensing and Communication for Age of Information (AoI) Analysis 通过综合传感与通信优化多无人机多用户系统,促进信息时代(AoI)分析
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-04 DOI: 10.1109/OJCOMS.2024.3489873
Yulin Zhou;Aziz Altaf Khuwaja;Xiaoting Li;Nan Zhao;Yunfei Chen
Integrated sensing and communication enhances the spectral efficiency by using shared resources, eliminating the need for separate bandwidth allocations. Unmanned aerial vehicle (UAVs) play a key role in this, offering mobility, flexibility, and extended coverage for serving multiple users, especially in scenarios like disaster response and environmental monitoring. This paper explores multiple UAVs with integrated sensing and communication capabilities, using the Age of Information (AoI) metric to optimize resource allocation for timely data transmission. We propose two algorithms, Variable Particle Swarm Optimization (VPSO) and Twin Variable Neighborhood Particle Swarm Optimization (TVPSO), to jointly optimize power, bandwidth, and UAV trajectories to minimize AoI. Numerical results show the effects of the sensing and communication power ratio, the number of UAVs and the number of users on AoI and energy consumption. Furthermore, TVPSO is shown to outperform other PSO variants and the Deep Q Networks (DQN)-based approach, offering faster convergence and superior performance.
综合传感与通信通过使用共享资源提高了频谱效率,无需单独分配带宽。无人飞行器(UAV)在其中发挥了关键作用,它具有机动性、灵活性和扩展的覆盖范围,可为多个用户提供服务,特别是在灾难响应和环境监测等场景中。本文探讨了具有综合传感和通信能力的多架无人飞行器,利用信息时代(AoI)指标来优化资源分配,以便及时传输数据。我们提出了两种算法:可变粒子群优化(VPSO)和孪生可变邻域粒子群优化(TVPSO),以联合优化功率、带宽和无人机轨迹,从而最大限度地降低 AoI。数值结果显示了传感和通信功率比、无人机数量和用户数量对 AoI 和能耗的影响。此外,结果表明 TVPSO 优于其他 PSO 变体和基于深度 Q 网络(DQN)的方法,收敛速度更快,性能更优越。
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引用次数: 0
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IEEE Open Journal of the Communications Society
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