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A modified Koch-snowflake monopole antenna for short-range radio frequency identification reader and C band applications 用于短程射频识别读取器和 C 波段应用的改良型 Koch 雪花单极子天线
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-03 DOI: 10.1002/dac.5940
Tanmaya Kumar Das, Biswajit Dwivedy, Santanu Kumar Behera

In this research work, the design and analysis of a compact microstrip antenna having a monopole structure with 64.86% of wide bandwidth is presented. The main radiator of the structure is a fractal-based geometry with the shape of a half-Koch snowflake, and the ground plane is partial (defected ground). The design methodology of the antenna is presented using analytical modeling, and the structure prototype is fabricated to verify the performance. Measurement outcomes confirm the −10 dB bandwidth in range of 4–7.84 GHz, thus covering approximately the C-band with omnidirectional radiation patterns. The proposed antenna shows a peak realized gain of 3.4 dBi at 7.2 GHz and has an overall dimension of 0.33λ × 0.49λ × 0.03λ, at 5.8 GHz. The structure is found compact compared to some recently reported designs and the read range is found to be 1.98 cm at 5.8 GHz. The read range and validation of the propagation test indicate the suitability of the compact and wideband planar antenna in various short-range reader applications.

摘要 在这项研究工作中,介绍了一种单极子结构的紧凑型微带天线的设计和分析,该天线具有 64.86% 的宽带宽。该结构的主辐射器是基于分形的几何形状,其形状为半科奇雪花,地平面是局部的(缺陷地)。通过分析建模介绍了该天线的设计方法,并制作了结构原型以验证其性能。测量结果表明,该天线在 4-7.84 GHz 范围内具有 -10 dB 带宽,从而以全向辐射模式覆盖了大约 C 波段。拟议的天线在 7.2 GHz 时的峰值增益为 3.4 dBi,在 5.8 GHz 时的整体尺寸为 0.33λ × 0.49λ × 0.03λ。与最近报道的一些设计相比,该结构更为紧凑,在 5.8 GHz 时的读取距离为 1.98 厘米。读取范围和传播测试验证表明,这种紧凑型宽带平面天线适用于各种短距离读取器应用。
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引用次数: 0
On the performance of multiple-IRS aided wireless networks over Nakagami- m fading channels 论中上-m$$m$衰减信道上的多红外辅助无线网络性能
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-03 DOI: 10.1002/dac.5945
R. K. Hindustani, Dharmendra Dixit, Sanjeev Sharma

Multiple intelligent reflecting surfaces (IRS) in a wireless system are considered to enhance performance, efficiency, and flexibility in wireless networks. In this paper, we analyze outage probability (OP) for multiple IRS panels-assisted wireless systems over Nakagami-m fading channels. We focus on selecting the best IRS panel to maintain the quality of service and enhance the user experience. We derive two closed-form OP expressions using the central limit theorem and Laguerre series expansion. Additionally, we develop a novel asymptotic OP expression and obtain a novel diversity order. The diversity order of the considered system model depends on the minimum fading parameter (m) between the transmitter-IRS panel and IRS panel-receiver links and the number of IRS panels. We thoroughly investigate the impact of system parameters and validate our analytical results with simulations. Our findings emphasize that diversity order depends on the minimum fading parameter (m) between the transmitter-IRS panel and IRS panel-receiver links, the number of IRS elements in each panel, and the number of IRS panels.

摘要 无线系统中的多个智能反射面(IRS)被认为可以提高无线网络的性能、效率和灵活性。在本文中,我们分析了 Nakagami-衰减信道上多个 IRS 面板辅助无线系统的中断概率 (OP)。我们的重点是选择最佳的 IRS 面板,以保持服务质量并提升用户体验。我们利用中心极限定理和拉盖尔数列展开推导出两个闭式 OP 表达式。此外,我们还开发了一种新的渐近 OP 表达式,并获得了一种新的分集阶。所考虑的系统模型的分集阶取决于发射器-IRS 面板和 IRS 面板-接收器链路之间的最小衰减参数( )以及 IRS 面板的数量。我们深入研究了系统参数的影响,并通过模拟验证了我们的分析结果。我们的研究结果表明,分集阶取决于发射机-IRS 面板和 IRS 面板-接收机链路之间的最小衰减参数( )、每个面板中 IRS 单元的数量以及 IRS 面板的数量。
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引用次数: 0
Smart cross-layer approach to multi-access terrestrial and non-terrestrial networks (NTNs): Real-time mobile-health use case 多接入地面和非地面网络(NTN)的智能跨层方法:实时移动医疗用例
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-01 DOI: 10.1002/dac.5941
Hana Elhachi, Farouk Boumehrez, Mohamed Aymen Labiod, Salah Redadaa, Abdelhamid Mellouk

Delivering health care services in isolated rural regions through vehicular communications has recently attracted more attention. Real-time video streaming is one of the most commonly used applications in such services. Escorting this increasing interest, there is a high demand for high-quality streaming video in vehicular environments. However, these services face challenging network characteristics such as high dynamic topology and mobility, leading to high packet loss and degraded visual quality. This paper presents a smart approach to multi-access terrestrial and non-terrestrial networks (NTNs) for high-quality and real-time video streaming in vehicular environments to enhance healthcare services in remote areas. The proposed approach integrates a mobile telemedicine unit connected to an expert site through different channels, including satellite communication, 5 Generation (5G), and long-term evolution (LTE) networks. A modified multipath QUIC extension (MPQUIC) was introduced to stream data hybridly through the network. Furthermore, multiple description coding (MDC) was applied to split data into two different descriptions and prioritize one over the other. Important data would be transmitted through cellular networks, and non-priority data would be transmitted through satellite links, enhancing the reliability of video transmission. We demonstrate the effectiveness of our approach through the use of a connected ambulance as a case study. The Mininet-Wifi was used to emulate network conditions. The peak signal-to-noise ratio (PSNR), structural SIMilarity (SSIM), and video multimethod assessment fusion (VMAF) were measured to evaluate the received video quality; the received data rate and packet loss were also calculated. The obtained results show our proposed method's efficiency by reducing latency by up to 60% and improving the receiving data rate by up to 143% compared with the classical MPQUIC. The proposed system enhances video quality by up to 70%. It minimizes packet loss by up to 50% compared with the unreliable QUIC, showcasing the potential to improve m-health services' efficiency and mobility in isolated rural regions.

摘要通过车载通信在偏远农村地区提供医疗保健服务最近引起了越来越多的关注。实时视频流是此类服务中最常用的应用之一。伴随着这种日益增长的兴趣,人们对车载环境中的高质量流视频提出了更高的要求。然而,这些服务面临着具有挑战性的网络特性,如高动态拓扑和移动性,从而导致高数据包丢失和视觉质量下降。本文提出了一种在车载环境中实现高质量实时视频流的地面和非地面多接入网络(NTN)智能方法,以增强偏远地区的医疗保健服务。所提出的方法集成了一个移动远程医疗装置,通过不同的渠道(包括卫星通信、5 代(5G)和长期演进(LTE)网络)连接到专家站点。该方法引入了改进的多路径 QUIC 扩展(MPQUIC),通过网络实现混合数据流。此外,还应用了多重描述编码(MDC),将数据分成两种不同的描述,并优先处理其中一种。重要数据通过蜂窝网络传输,非优先数据通过卫星链路传输,从而提高了视频传输的可靠性。我们以一辆联网的救护车为例,展示了我们方法的有效性。Mininet-Wifi 被用来模拟网络条件。我们测量了峰值信噪比(PSNR)、结构相似度(SSIM)和视频多方法评估融合(VMAF),以评估接收视频的质量;还计算了接收数据率和丢包率。结果表明,与传统的 MPQUIC 相比,我们提出的方法有效地减少了 60% 的延迟,提高了 143% 的接收数据率。提议的系统可将视频质量提高 70%。与不可靠的 QUIC 相比,它最大限度地减少了 50%的数据包丢失,展示了在偏远农村地区提高移动医疗服务效率和移动性的潜力。
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引用次数: 0
NOMA-based precoded quadrature spatial modulation in multiuser MIMO downlink transmission over correlated channel 基于 NOMA 的预编码正交空间调制在相关信道上的多用户 MIMO 下行链路传输中的应用
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-01 DOI: 10.1002/dac.5931
Shekhar Pratap Singh, Pyari Mohan Pradhan

In this paper, a non-orthogonal multiple access (NOMA)-based precoded quadrature spatial modulation (PQSM) technique (NOMA-PQSM) has been proposed for the downlink scenario. In NOMA-PQSM, two intended receiving antennas are activated at any time instant. One antenna is activated for the in-phase component of the transmitted signal, and another one is activated for the quadrature phase component, on the basis of data bits. NOMA-PQSM provides benefits like improved spatial diversity and spectral efficiency in comparison with spatial modulation. This work uses zero forcing (ZF) precoding over downlink flat fading Rayleigh multiple input multiple output (MIMO) channels, to limit the channel's deteriorating effect on transmitted signal, assuming perfect channel state information (CSI) at the transmitter. A low complexity receiver based on the successive interference cancellation is used. An expression for the upper bound of average bit error probability is derived. Moreover, the expressions for the sum mutual information of users and its lower bound are also derived. The proposed scheme is compared with the preprocessing aided spatial modulation (PSM)-based counterpart. Monte Carlo simulations reveal that the NOMA-PQSM scheme outperforms its orthogonal counterpart and the PSM scheme.

摘要本文针对下行链路场景提出了一种基于非正交多址(NOMA)的预编码正交空间调制(PQSM)技术(NOMA-PQSM)。在 NOMA-PQSM 中,两个预定接收天线在任何时间瞬间都会被激活。根据数据比特,一个天线为传输信号的同相分量激活,另一个为正交相位分量激活。与空间调制相比,NOMA-PQSM 具有更高的空间分集和频谱效率等优点。这项研究在下行平衰落瑞利多输入多输出(MIMO)信道上使用零强迫(ZF)预编码,以限制信道对传输信号的恶化影响,同时假定发射机具有完美的信道状态信息(CSI)。使用了基于连续干扰消除的低复杂度接收器。推导出了平均比特误差概率的上限表达式。此外,还推导出了用户互信息总和及其下限的表达式。建议的方案与基于预处理辅助空间调制(PSM)的方案进行了比较。蒙特卡罗模拟显示,NOMA-PQSM 方案优于正交方案和 PSM 方案。
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引用次数: 0
Compact planar 28/60-GHz wideband MIMO antenna for 5G-enabled IoT devices 适用于 5G 物联网设备的 28/60-GHz 宽带 MIMO 紧凑型平面天线
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-01 DOI: 10.1002/dac.5932
Umar Farooq, Anjaneyulu Lokam, Sandhya Mallavarapu

This work presents a compact two-element multi-input-multi-output (MIMO) antenna for 5G-enabled IoT devices. The antenna operates over a wide frequency range of 24.6 to 31.4 GHz (28-GHz band) and 57.6 to 60.2 GHz (60-GHz band). Each MIMO element consists of an inverted L-shaped slotted radiator with a partial ground plane. The antenna offers a peak gain of 5.45 and 5.56 dBi across two operating bands. The minimum isolation between the two ports is −26.5 dB, reaching a maximum value of over −45 dB. The investigation of MIMO metrics like “envelope correlation coefficient (ECC),” “diversity gain (DG),” “mean effective gain (MEG),” “channel capacity loss (CCL),” and “total active reflection coefficient (TARC)” also show favorable characteristics. The antenna is fabricated on a 10 × 22 × 0.503 mm3 Rogers 5880 substrate. The experimental results are in close agreement with that of the simulation results. The distinguishing features of the proposed antenna such as its compact design, simple geometrical configuration, wide operating bandwidth, low ECC, and high isolation make it a strong candidate for 5G-enabled IoT devices.

摘要这项研究为支持 5G 的物联网设备提出了一种紧凑型双元件多输入多输出 (MIMO) 天线。该天线可在 24.6 至 31.4 GHz(28-GHz 频段)和 57.6 至 60.2 GHz(60-GHz 频段)的宽频率范围内工作。每个 MIMO 元件都由一个带部分接地平面的倒 L 形开槽辐射器组成。该天线在两个工作频段的峰值增益分别为 5.45 和 5.56 dBi。两个端口之间的最小隔离度为-26.5 dB,最大值超过-45 dB。对 "包络相关系数(ECC)"、"分集增益(DG)"、"平均有效增益(MEG)"、"信道容量损失(CCL)"和 "总有源反射系数(TARC)"等 MIMO 指标的研究也显示出良好的特性。天线是在 10 × 22 × 0.503 mm3 的罗杰斯 5880 衬底上制作的。实验结果与仿真结果非常吻合。该天线具有设计紧凑、几何配置简单、工作带宽宽、ECC 低和隔离度高等显著特点,是 5G 物联网设备的理想选择。
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引用次数: 0
Bilevel access control and constraint-aware response provisioning in edge-enabled software defined network-internet of things network using the safeguard authentication dynamic access control model 利用保障认证动态访问控制模型在边缘软件定义网络-物联网网络中实现双层访问控制和约束感知响应配置
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-31 DOI: 10.1002/dac.5946
Sahana D S, Brahmananda S H

By controlling the network, the Internet of Things (IoT)-connected software-defined network (SDN) limits the scalability of IoT devices. Since SDN depends on a centralized controller that attackers can easily affect, it is incredibly susceptible to attacks. Secure access control to the SDN controller was the focus of the prior methods for controller scalability and restricted trust management. A framework called Safeguard Authentication Dynamic Access Control (SANDMAC) is suggested to safeguard and offer useful services to enterprises. Authentication confirms legitimacy after all users and applications have been registered. To improve network security, policies let users grant access to account attributes, legal activities, and temporal components. The administrator lessens conflicts between the methods by validating and saving the policies in the database. The services are provided to dependable customers using the forensic-based investigation algorithm, depending on the quality of service and software level agreements requirements, decreasing reaction times and maximizing resource usage. Performance comparisons between the new and previous efforts are validated using a variety of parameters, and the proposed work is validated using the iFogSim application. According to the findings, SANDMAC significantly raises key performance indicators. SANDMAC specifically keeps false positives at 3.5% and accomplishes a low response time of 60 ms for roughly 800 authorized accesses. SANDMAC is a better option because of these enhancements, which result in longer network lifetimes and more dependable data transmission.

摘要 通过控制网络,与物联网(IoT)相连的软件定义网络(SDN)限制了物联网设备的可扩展性。由于 SDN 依赖于攻击者可以轻易影响的集中式控制器,因此极易受到攻击。对 SDN 控制器的安全访问控制是先前控制器可扩展性和受限信任管理方法的重点。建议采用一种名为 "安全认证动态访问控制"(SANDMAC)的框架,以保障安全并为企业提供有用的服务。所有用户和应用程序注册后,身份验证会确认其合法性。为提高网络安全性,策略允许用户授予账户属性、合法活动和时间组件的访问权限。管理员通过在数据库中验证和保存策略来减少方法之间的冲突。根据服务质量和软件级别协议的要求,使用基于取证的调查算法向可靠的客户提供服务,缩短反应时间,最大限度地提高资源利用率。使用各种参数对新的工作和以前的工作进行了性能比较,并使用 iFogSim 应用程序对拟议的工作进行了验证。根据研究结果,SANDMAC 显著提高了关键性能指标。具体而言,SANDMAC 将误报率控制在 3.5%,并在大约 800 次授权访问中实现了 60 毫秒的低响应时间。由于这些改进,SANDMAC 成为更好的选择,从而延长了网络寿命,提高了数据传输的可靠性。
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引用次数: 0
Performance evaluation of the congestion severity aware rate regulation (CSRR) algorithm in wireless body area networks 无线体域网络中拥塞严重程度感知速率调节(CSRR)算法的性能评估
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-31 DOI: 10.1002/dac.5892
Vamsi kiran Mekatohti, Nithya B

Wireless body area network (WBAN) is a potential low-cost technology for privacy-sensitive telemedicine and e-health monitoring and services. However, it faces limited protocol and physical resource support challenges, which can result in packet transfer difficulties. In particular, WBAN requires an emergency-aware technology that ensures a promising quality of service (QoS). One significant issue affecting QoS and energy efficiency in WBAN is congestion. Effective congestion control techniques are essential for achieving proper load balancing. To address these challenges, we propose a congestion severity aware rate control (CSRR) algorithm that enhances packet transmission rate by reducing packet losses and retransmissions. The CSRR algorithm incorporates a fuzzy controller to predict congestion rates based on runtime metrics. To regulate congestion window growth in different algorithm phases, we introduce sequences such as the Fibonacci retracement sequence, knight's move sequence, and the binary logarithm of the Nth primorial sequence to regulate congestion window growth in the different phases of the proposed algorithm. We mathematically analyze the proposed CSRR algorithm using a Markov model. The simulation results demonstrate the superiority of our algorithm compared to existing approaches. Specifically, our algorithm achieves significant optimizations in terms of throughput (52.92%), packet loss (38.11%), delay (37.23%), and remaining energy (36.86%) when compared to existing algorithms.

摘要无线体域网(WBAN)是一种潜在的低成本技术,可用于对隐私敏感的远程医疗和电子健康监测与服务。然而,它面临着协议和物理资源支持有限的挑战,可能导致数据包传输困难。WBAN 尤其需要一种能确保良好服务质量(QoS)的应急感知技术。影响无线局域网服务质量和能源效率的一个重要问题是拥塞。有效的拥塞控制技术对于实现适当的负载平衡至关重要。为应对这些挑战,我们提出了一种拥塞严重程度感知速率控制(CSRR)算法,通过减少数据包丢失和重传来提高数据包传输速率。CSRR 算法采用模糊控制器,根据运行时指标预测拥塞率。为了调节不同算法阶段的拥塞窗口增长,我们引入了斐波纳契回撤序列、马的移动序列和初等序列的二进制对数等序列,以调节拟议算法不同阶段的拥塞窗口增长。我们利用马尔可夫模型对所提出的 CSRR 算法进行了数学分析。仿真结果表明,与现有方法相比,我们的算法更具优势。具体来说,与现有算法相比,我们的算法在吞吐量(52.92%)、数据包丢失(38.11%)、延迟(37.23%)和剩余能量(36.86%)方面实现了显著优化。
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引用次数: 0
A novel approach for missing data recovery and fault nodes detection in wireless sensor networks 无线传感器网络中缺失数据恢复和故障节点检测的新方法
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-31 DOI: 10.1002/dac.5924
R. Thiyagarajan, N. Nagabhooshanam, K.D.V. Prasad, P. Poojitha

Ensuring data integrity in wireless sensor networks (WSNs) is crucial for accurate monitoring, yet missing data due to sensor faults present a significant challenge. This research introduces an innovative approach that integrates advanced data recovery techniques with leading-edge methods to address this issue. The system begins by identifying and isolating fault nodes using a specialized algorithm that analyzes network behavior. By applying fuzzy density-based spatial clustering of applications with noise (FDBSCAN), potential fault nodes are precisely located based on deviations from expected patterns. Subsequently, an intelligent missing data recovery mechanism powered by bidirectional long short-term memory (Bi-LSTM) networks takes action. The Bi-LSTM model is trained on existing sensor data to capture intricate patterns and dependencies, enabling accurate prediction and reconstruction of missing values caused by identified faults. The synergy between Bi-LSTM for missing data recovery and FDBSCAN for fault node detection comprehensively addresses the missing data problem in WSNs. In missing data recovery, it demonstrates low mean absolute deviation (MAD) ranging from 0.021 to 0.13 and mean squared deviation (MSD) ranging from 0.0025 to 0.05 across various missing data ratios. Data reliability remains consistently high at 96% to 98%, even with up to 80% missing data. For fault node detection, the approach achieves precision of 95.7%, recall of 96.3%, F1-score of 96.1%, and accuracy of 97.4%, outperforming existing techniques. The computational cost during training is noted at 5.79 h, presenting a limitation compared to other methods. This research highlights the importance of integrating fault node detection into missing data recovery mechanisms, presenting an innovative solution for the advancement of WSNs.

摘要确保无线传感器网络(WSN)中的数据完整性对于准确监测至关重要,但传感器故障导致的数据丢失是一个重大挑战。这项研究引入了一种创新方法,将先进的数据恢复技术与前沿方法相结合,以解决这一问题。该系统首先使用一种分析网络行为的专门算法来识别和隔离故障节点。通过应用基于模糊密度的噪声应用空间聚类(FDBSCAN),根据与预期模式的偏差精确定位潜在的故障节点。随后,由双向长短期记忆(Bi-LSTM)网络驱动的智能缺失数据恢复机制就会发挥作用。Bi-LSTM 模型在现有传感器数据上进行训练,以捕捉错综复杂的模式和依赖关系,从而准确预测和重建由已识别故障引起的缺失值。用于缺失数据恢复的 Bi-LSTM 与用于故障节点检测的 FDBSCAN 的协同作用全面解决了 WSN 中的缺失数据问题。在缺失数据恢复方面,在各种缺失数据比率下,其平均绝对偏差(MAD)从 0.021 到 0.13 不等,平均平方差(MSD)从 0.0025 到 0.05 不等。即使数据缺失率高达 80%,数据可靠性也始终保持在 96% 至 98% 的高水平。在故障节点检测方面,该方法的精确度为 95.7%,召回率为 96.3%,F1 分数为 96.1%,准确率为 97.4%,优于现有技术。训练期间的计算成本为 5.79 小时,与其他方法相比存在局限性。这项研究强调了将故障节点检测整合到丢失数据恢复机制中的重要性,为 WSN 的发展提供了一种创新的解决方案。
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引用次数: 0
Metaheuristic optimization-based clustering with routing protocol in wireless sensor networks 无线传感器网络中基于元搜索优化的聚类与路由协议
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-30 DOI: 10.1002/dac.5914
Chinnarao Kurangi, Kiran Kumar Paidipati, A. Siva Krishna Reddy, Jayasankar Uthayakumar, Ganesan Kadiravan, Shabana Parveen

In recent years, the use of wireless sensor devices in several applications, for example, monitoring in dangerous geographical spaces and the Internet of Things, has dramatically increased. Though sensor nodes (SNs) have limited power, battery replacement is not feasible in most cases. Therefore, energy saving in wireless sensor networks (WSN) is the major concern in the design of effective transmission protocol. Clustering might lower energy usage and increase network lifetime. Routing protocol for WSN represents an engineering area that has gained considerable interest among researchers due to its rapid evolution and development. Among them, the clustering routing protocol corresponds to the most effective technique to manage the energy consumption of each SN. In this manuscript, we focus on the design of a new metaheuristic optimization-based energy-aware clustering with routing protocol for lifetime maximization (MOEACR-LM) method in WSN. The purpose of the MOEACR-LM method is to improve network efficiency via proper selection of cluster heads (CHs) and effective data transmission. Initially, a hunter–prey optimization (HPO) method-based clustering technique is used for cluster construction and the CH selection process. Next, the clouded leopard optimization (CLO) model is used for the route selection process in WSN. The HPO and CLO models derive a fitness function involving multiple parameters for clustering and routing processes. A comprehensive experimental analysis is carried out to demonstrate the enhanced performance of the MOEACR-LM technique. The overall comparison study pointed out the improved energy efficiency results of the MOEACR-LM technique over other existing approaches.

摘要 近年来,无线传感器设备在危险地理空间监测和物联网等多个应用领域的使用急剧增加。虽然传感器节点(SN)的功率有限,但在大多数情况下更换电池是不可行的。因此,在设计有效的传输协议时,无线传感器网络(WSN)的节能是主要关注点。集群可以降低能量消耗,延长网络寿命。WSN 的路由协议是一个工程领域,由于其快速的演变和发展,已经引起了研究人员的极大兴趣。其中,聚类路由协议是管理每个 SN 能量消耗的最有效技术。在本手稿中,我们重点讨论了在 WSN 中设计一种新的基于元启发式优化的能量感知聚类路由协议寿命最大化(MOEACR-LM)方法。MOEACR-LM 方法的目的是通过正确选择簇头(CHs)和有效的数据传输来提高网络效率。首先,基于猎人-猎物优化(HPO)方法的聚类技术被用于簇的构建和 CH 的选择过程。接着,云豹优化(CLO)模型被用于 WSN 的路由选择过程。HPO 和 CLO 模型为聚类和路由选择过程推导出了一个涉及多个参数的适合度函数。为证明 MOEACR-LM 技术的增强性能,进行了全面的实验分析。整体比较研究表明,MOEACR-LM 技术的能效结果优于其他现有方法。
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引用次数: 0
Dynamic and efficient resource allocation for 5G end-to-end network slicing: A multi-agent deep reinforcement learning approach 5G 端到端网络切片的动态高效资源分配:多代理深度强化学习方法
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-30 DOI: 10.1002/dac.5916
Muhammad Asim Ejaz, Guowei Wu, Tahir Iqbal

The rapid evolution of user equipment (UE) and 5G networks drives significant transformations, bringing technology closer to end-users. Managing resources in densely crowded areas such as airports, train stations, and bus terminals poses challenges due to diverse user demands. Integrating mobile edge computing (MEC) and network function virtualization (NFV) becomes vital when the service provider's (SP) primary goal is maximizing profitability while maintaining service level agreement (SLA). Considering these challenges, our study addresses an online resource allocation problem in an MEC network where computing resources are limited, and the SP aims to boost profit by securely admitting more UE requests at each time slot. Each UE request arrival rate is unknown, and the requirement is specific resources with minimum cost and delay. The optimization problem objective is achieved by allocating resources to requests at the MEC network in appropriate cloudlets, utilizing abandoned instances, reutilizing idle and soft slice instances to shorten delay and reduce costs, and immediately scaling inappropriate instances, thus minimizing the instantiation of new instances. This paper proposes a deep reinforcement learning (DRL) method for request prediction and resource allocation to mitigate unnecessary resource waste. Simulation results demonstrate that the proposed approach effectively accepts network slice requests to maximize profit by leveraging resource availability, reutilizing instantiated resources, and upholding goodwill and SLA. Through extensive simulations, we show that our proposed DRL-based approach outperforms other state-of-the-art techniques, namely, MaxSR, DQN, and DDPG, by 76%, 33%, and 23%, respectively.

摘要用户设备(UE)和 5G 网络的快速发展推动了重大变革,使技术更贴近终端用户。由于用户需求各不相同,在机场、火车站和公共汽车终点站等人群密集区域管理资源面临着挑战。当服务提供商(SP)的首要目标是在保持服务水平协议(SLA)的同时实现利润最大化时,移动边缘计算(MEC)和网络功能虚拟化(NFV)的整合就变得至关重要。考虑到这些挑战,我们的研究解决了计算资源有限的 MEC 网络中的在线资源分配问题,SP 的目标是通过在每个时隙安全地接受更多的 UE 请求来提高利润。每个 UE 请求的到达率是未知的,要求以最小的成本和延迟获得特定的资源。为了实现优化问题的目标,需要在 MEC 网络中的适当小云中为请求分配资源,利用放弃的实例,重新利用空闲和软切片实例以缩短延迟和降低成本,并立即缩减不合适的实例,从而最大限度地减少新实例的实例化。本文提出了一种用于请求预测和资源分配的深度强化学习(DRL)方法,以减少不必要的资源浪费。仿真结果表明,所提出的方法能有效地接受网络分片请求,通过利用资源可用性、重新利用实例资源以及维护商誉和服务水平协议来实现利润最大化。通过大量仿真,我们发现所提出的基于 DRL 的方法优于其他最先进的技术,即 MaxSR、DQN 和 DDPG,分别高出 76%、33% 和 23%。
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International Journal of Communication Systems
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