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Energy-Efficient and Congestion-Thermal Aware Routing Protocol for WBAN 面向无线局域网的高能效和拥塞热感知路由协议
IF 2.2 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-08-02 DOI: 10.1007/s11277-024-11481-w
Pradeep Bedi, Sanjoy Das, S. B. Goyal, Anand Singh Rajawat, Manoj Kumar

For remote health monitoring, activity tracking, and other applications in healthcare such as sports, Wireless Body Area Networks (WBANs) have become a feasible technology. However, the limited resources and dynamic nature of WBANs pose significant challenges to designing efficient and reliable routing protocols. To address these challenges, the proposed work suggests a thermal-aware, energy-efficient, and congestion-aware routing protocol (TECRP) for WBAN. TECRP focuses on improving transmission in both inter-WBAN and intra-WBAN scenarios. It addresses three key Quality of Service (QoS) parameters: energy efficiency, node temperature, and congestion, aiming to enhance overall WBAN communication efficiency. To achieve all these parameters, the algorithm is considered a multi-objective problem. The analysis shows that the temperature rises and delay increases with the number of data transmission, but the multi-objective approach helps to mitigate such effects. The result analysis shows that the path loss values fluctuate with increasing data transmission and network traffic. But the temperature rise increases with more data transmission and larger packets. On the other hand, the Packet Delivery Ratio (PDR) decreases with an increase in data transmission and with larger packet sizes. This shows that with higher congestion ratios, a higher likelihood of packet loss is seen. But in overall performance, the proposed TECRP shows better efficiency and congestion management as compared to other existing state-of-art-models and achieves high PDR, and minimizes packet loss. The proposed approach shows 0.42% improvement in energy efficiency as compared to existing approaches.

对于远程健康监测、活动跟踪以及体育等医疗保健领域的其他应用,无线体域网(WBAN)已成为一种可行的技术。然而,WBAN 的有限资源和动态特性给设计高效可靠的路由协议带来了巨大挑战。为应对这些挑战,本文提出了一种适用于 WBAN 的热感知、高能效和拥塞感知路由协议(TECRP)。TECRP 专注于改善无线局域网间和无线局域网内的传输。它涉及三个关键的服务质量(QoS)参数:能源效率、节点温度和拥塞,旨在提高整个 WBAN 的通信效率。为了实现所有这些参数,该算法被视为一个多目标问题。分析表明,随着数据传输数量的增加,温度会升高,延迟也会增加,但多目标方法有助于缓解这些影响。结果分析表明,路径损耗值随着数据传输量和网络流量的增加而波动。但随着数据传输量的增加和数据包的增大,温度上升也会增加。另一方面,数据包传输率(PDR)会随着数据传输量的增加和数据包大小的增大而降低。这表明,拥塞率越高,数据包丢失的可能性就越大。但在总体性能方面,与其他现有的先进模型相比,所提出的 TECRP 在效率和拥塞管理方面更胜一筹,实现了较高的 PDR,并最大限度地减少了数据包丢失。与现有方法相比,拟议方法的能效提高了 0.42%。
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引用次数: 0
A Low-Profile Pattern and Polarization Diversity Dual-Band MIMO Antenna with Full Azimuth Coverage for Indoor Access Points 用于室内接入点的全方位角覆盖的扁平模式和极化分集双频多输入多输出天线
IF 2.2 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-08-02 DOI: 10.1007/s11277-024-11513-5
Son Xuat Ta, Thanh Tung Phung

A low-profile multi-port dual-band antenna with pattern and polarization diversity is presented for 2.45 and 5.8 GHz bands. The antenna consists of a monopolar patch for vertically polarized (VP) omnidirectional radiation and four combining printed-dipole and tapered-slot elements arranged in a circular shape for horizontally polarized (HP) multibeam radiation, and consequently, both pattern and polarization diversities are achieved in the full azimuth plane. The monopolar patch employs four vias and a square-ring slot to excite (TM_{01}) and (TM_{02}) modes at 2.45 and 5.8 GHz, respectively. Each HP element utilizes printed-dipole and tapered-slot modes for the lower and upper bands, respectively. The VP and HP elements are collocated with a common ground plane, which not only allows a low profile but also broadens the lower band of the monopolar mode. The final design with 0.03(lambda _{2.45-GHz}) height yields a measured 10-dB return loss bandwidth of 8.6% and 6.7% at 2.45 and 5.8 GHz, respectively, and an isolation (ge) 20 dB among all the ports. Its pattern and polarization diversities are validated by far-field measurements.

本文介绍了一种适用于 2.45 和 5.8 千兆赫频段、具有图案和极化分集功能的扁平多端口双频天线。该天线由一个用于垂直极化(VP)全向辐射的单极贴片和四个以圆形排列的印刷偶极子与带状槽元件组合而成,用于水平极化(HP)多波束辐射。单极贴片采用四个通孔和一个方环槽,分别在 2.45 和 5.8 GHz 频率下激发 (TM_{01}) 和 (TM_{02}) 模式。每个 HP 元件分别在低频段和高频段使用印刷偶极子和带状槽模式。VP 和 HP 元件与一个公共接地平面共用,这不仅可以实现低剖面,还能拓宽单极模式的低频带。最终设计的高度为 0.03(lambda_{2.45-GHz}),在 2.45 和 5.8 GHz 时的 10 dB 回波损耗带宽分别为 8.6% 和 6.7%,所有端口之间的隔离度为 20 dB。远场测量验证了其模式和极化多样性。
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引用次数: 0
Advancements in Patch Antenna Design for Sub-6 GHz 5G Smartphone Application: A Comprehensive Review 用于 6GHz 以下 5G 智能手机应用的贴片天线设计进展:全面回顾
IF 2.2 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-08-02 DOI: 10.1007/s11277-024-11484-7
E. Suganya, T. Anita Jones Mary Pushpa, T. Prabhu

The increasing need for swift, low-latency, and reliable wireless transmission in the age of 5G has led to rapid advancements in 5G technology. MIMO systems, originally implemented in 4G applications, remain an integral part of 5G networks. The sub-6-GHz frequency band holds promise for 5G applications, such as improved link and reduced transmission losses. This comprehensive review explores advancements in patch antenna (PA) structure for sub-6 GHz 5G smartphone utilization, addressing the challenges posed by space constraints in mobile devices and the need for efficient integration of antennas. The paper discusses the significance of MIMO antennas in modern cellular communication, particularly in the context of 5G technology, which utilizes sub-6 GHz. Reconfigurable antennas (RAs) and Microstrip Patch Antennas (MPAs) are introduced as solutions, highlighting their compact, cost-effective, and flexible nature. The review delves into critical factors such as geometry, substrate selection, and feed design in optimizing patch antenna performance. It also covers the importance of addressing both sub-6 GHz and mm-wave bands within a single antenna system.

在 5G 时代,对快速、低延迟和可靠无线传输的需求与日俱增,这促使 5G 技术突飞猛进。最初在 4G 应用中实施的 MIMO 系统仍然是 5G 网络不可或缺的一部分。6 GHz 以下频段为 5G 应用带来了希望,例如改进链路和减少传输损耗。本综述探讨了用于 6GHz 以下 5G 智能手机的贴片天线(PA)结构的进步,解决了移动设备空间限制带来的挑战以及天线高效集成的需求。论文讨论了多输入多输出(MIMO)天线在现代蜂窝通信中的重要性,特别是在使用 6GHz 以下频率的 5G 技术背景下。文中介绍了可重构天线(RA)和微带贴片天线(MPA)作为解决方案,突出强调了它们的紧凑性、成本效益和灵活性。综述深入探讨了优化贴片天线性能的关键因素,如几何形状、基板选择和馈电设计。它还涵盖了在单个天线系统中同时处理 6 GHz 以下频段和毫米波频段的重要性。
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引用次数: 0
An Enhanced Multi Attribute Based Trusted Attack Resistance (EMBTR) for the Secure Routing of Sensor Nodes in Wireless Sensor Network 用于无线传感器网络中传感器节点安全路由的基于多属性的增强型可信抗攻击(EMBTR)
IF 2.2 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-08-02 DOI: 10.1007/s11277-024-11504-6
A. B. Feroz Khan

High-level security is crucial for protecting sensitive information transmitted across wireless sensor networks (WSNs). Secure routing plays a key role in preventing impersonation attacks within the network. Although numerous state-of-the-art routing models based on trusted metrics aim to enhance WSN security, challenges remain due to the network's dynamic nature. This paper introduces an enhanced multi-attribute-based trusted attack resistance (EMBTR) algorithm designed to securely manage routing using nodes' trust values. The proposed approach leverages Quality of Service (QoS) parameters such as stability rate (SR), reliability rate (RR), and elapsed time (ET) to improve network performance and combat trust-related attacks. By isolating misbehaving nodes based on their trust metrics, the algorithm establishes a reliable communication route. Comparisons with existing routing algorithms like TSRM (Trust-based Secure Routing Model) and TARF (Trust-aware Routing Framework for WSNs) demonstrate that the EMBTR algorithm effectively detects and eliminates malicious nodes, providing secure routing with higher detection rates and limited energy consumption compared to current solutions.

高级别安全对于保护无线传感器网络(WSN)中传输的敏感信息至关重要。安全路由在防止网络内的假冒攻击方面发挥着关键作用。尽管许多基于可信度标的先进路由模型旨在增强 WSN 的安全性,但由于网络的动态特性,挑战依然存在。本文介绍了一种基于多属性的增强型可信抗攻击(EMBTR)算法,旨在利用节点的信任值安全地管理路由。所提出的方法利用服务质量(QoS)参数,如稳定率(SR)、可靠率(RR)和经过时间(ET),来提高网络性能并对抗与信任相关的攻击。该算法根据节点的信任度来隔离行为不端的节点,从而建立可靠的通信路由。与 TSRM(基于信任的安全路由模型)和 TARF(用于 WSN 的信任感知路由框架)等现有路由算法的比较表明,EMBTR 算法能有效检测并消除恶意节点,与现有解决方案相比,它能以更高的检测率和有限的能耗提供安全路由。
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引用次数: 0
Task Scheduling Strategy of Logistics Cloud Robot Based on Edge Computing 基于边缘计算的物流云机器人任务调度策略
IF 2.2 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-08-01 DOI: 10.1007/s11277-024-11498-1
Hengliang Tang, Rongxin Jiao, Fei Xue, Yang Cao, Yongli Yang, Shiqiang Zhang

In the rapidly evolving domain of edge computing, efficient task scheduling emerges as a pivotal challenge due to the increasing complexity and volume of tasks. This study introduces a sophisticated dual-layer hybrid scheduling model that harnesses the strengths of Graph Neural Networks and Deep Reinforcement Learning to enhance the scheduling process. By simplifying task dependencies with Graph Neural Network at the upper layer and integrating Deep Reinforcement Learning with heuristic algorithms at the lower layer, this model optimally allocates tasks, significantly improving scheduling efficiency and reducing response times, particularly beneficial for logistics cloud robots operating in edge computing contexts. We validated the effectiveness of this innovative model through rigorous simulation experiments on the EdgeCloudSim platform, comparing its performance against traditional heuristic methods such as Shortest Job First, First Come First Serve and Heterogeneous Earliest Finish Time. The results confirm that our model consistently achieves superior task scheduling performance across various task volumes, effectively meeting the scheduling demands. This study demonstrates the effectiveness of integrating advanced machine learning techniques with heuristic algorithms to enhance task scheduling processes, making it particularly suitable for scenarios with high demands on response times. This approach not only facilitates more efficient task management but also aligns with the needs of modern edge computing applications, streamlining operations and boosting overall system performance.

在快速发展的边缘计算领域,由于任务的复杂性和数量不断增加,高效任务调度成为一项关键挑战。本研究引入了一种复杂的双层混合调度模型,利用图神经网络和深度强化学习的优势来增强调度过程。通过在上层使用图神经网络简化任务依赖关系,并在下层将深度强化学习与启发式算法相结合,该模型可优化任务分配,显著提高调度效率并缩短响应时间,尤其适用于在边缘计算环境中运行的物流云机器人。我们在 EdgeCloudSim 平台上通过严格的模拟实验验证了这一创新模型的有效性,并将其性能与传统的启发式方法(如最短任务优先、先到先得和异构最早完成时间)进行了比较。结果证实,我们的模型在各种任务量下都能持续实现卓越的任务调度性能,有效地满足了调度需求。这项研究证明了将先进的机器学习技术与启发式算法相结合来增强任务调度流程的有效性,使其特别适用于对响应时间有较高要求的场景。这种方法不仅有助于提高任务管理的效率,而且符合现代边缘计算应用的需求,既简化了操作,又提高了系统的整体性能。
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引用次数: 0
Evaluation of Handover Probability and Handover Rate of UAVs Cellular Network 评估无人机蜂窝网络的切换概率和切换率
IF 2.2 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-08-01 DOI: 10.1007/s11277-024-11316-8
Rajdeep Singh Sohal, Jaipreet Kaur, Manbir Kaur, Vinit Grewal, Jaspreet Kaur

This paper deals with the characterization of mobility models for unmanned aerial vehicles (UAVs) cellular network regarding handovers. The UAVs act as base stations to serve terrestrial users using service models, namely user dependent model and user independent model. The state-of-the-art mobility models, such as straight line, random waypoint (RWP) and modified random direction (M-RD) are employed under two different mobility scenarios for UBSs: same speed model and different speed model. The RWP mobility model achieves lower bound in handover probability followed by M-RD mobility model with an infinitesimal change. The M-RD mobility model exhibiting lowest handover rate has greatly increased its usability in UAVs cellular network.

本文论述了无人机蜂窝网络在切换方面的移动模型特征。无人机作为基站使用服务模型(即用户依赖模型和用户独立模型)为地面用户提供服务。在 UBS 两种不同的移动场景下,采用了最先进的移动模型,如直线、随机航点(RWP)和修正随机方向(M-RD):同速模型和异速模型。RWP 移动模型实现了移交概率的下限,M-RD 移动模型则实现了无穷大的变化。M-RD 移动模型表现出最低的移交率,大大提高了其在无人机蜂窝网络中的可用性。
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引用次数: 0
Improved Soft-k-Means Clustering Charging Based on Node Collaborative Scheduling in Wireless Sensor Networks 无线传感器网络中基于节点协作调度的改进型软 k-Means 集群充电
IF 2.2 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-08-01 DOI: 10.1007/s11277-024-11511-7
Minghua Wang, Hengshun Chen, Yan Wang, Wenbo Chen

Energy is still one of the most important problems in wireless sensor network (WSN). With the application of wireless charging vehicle (WCV), wireless charging technology can be used to solve the energy problem of WSN. In the wireless rechargeable sensor network (WRSN), how to reasonably deploy the WCV has become a problem in planning. The existing studies only consider the impact of independent coverage contribution of a single node on the charging path planning, but do not consider the redundant coverage area that may occur when a single node works independently, resulting in a small or even zero coverage contribution of some nodes. This paper propose Improved Soft-k-Means Clustering Charging Based on Node Collaborative Scheduling (ISKCC-NCS) to keep the coverage quality of WSN. At first, this algorithm uses Improved Soft-k-Means to cluster WRSN, and realizes confident information coverage through collaborative sensing between adjacent nodes. The second, we evaluate the coverage contribution of each node to be charged and calculate the priority of the node. The third, we form new charging path by inserting and deleting tasks. At last, a carrier charging vehicle (CCV) is used to carry several micro charging vehicle (MCV) to each cluster to charge the sensor node. Through a large number of simulation experiments, it is found that compared with other algorithms, ISKCC-NCS can significantly enhance the coverage rate and monitoring stability of the WSN.

能源仍然是无线传感器网络(WSN)中最重要的问题之一。随着无线充电车(WCV)的应用,无线充电技术可以用来解决 WSN 的能源问题。在无线充电传感器网络(WRSN)中,如何合理部署无线充电车成为规划中的一个难题。现有研究只考虑了单个节点的独立覆盖贡献对充电路径规划的影响,但没有考虑单个节点独立工作时可能出现的冗余覆盖区域,导致部分节点的覆盖贡献很小甚至为零。本文提出了基于节点协同调度的改进软k-均值聚类计费算法(ISKCC-NCS),以保证WSN的覆盖质量。首先,该算法使用改进的软k-Means对WRSN进行聚类,通过相邻节点间的协同感知实现有把握的信息覆盖。其次,评估每个待收费节点的覆盖贡献,计算节点的优先级。第三,通过插入和删除任务形成新的充电路径。最后,使用载波充电车(CCV)携带多个微型充电车(MCV)到每个集群为传感器节点充电。通过大量仿真实验发现,与其他算法相比,ISKCC-NCS 能显著提高 WSN 的覆盖率和监控稳定性。
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引用次数: 0
Broadband Eight-Way High-Isolation Cavity Power Divider with Low Insertion Loss for MIMO Communication Systems 用于 MIMO 通信系统的低插入损耗宽带八路高隔离腔体功率分配器
IF 2.2 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-07-31 DOI: 10.1007/s11277-024-11485-6
Zongrui He, Kaijun Song, Jia Yao, Yedi Zhou

Nowadays, MIMO technology is one of the hot issues in the development of communication technology. The power dividers have a large role in microwave circuits and it is very important in antenna array systems. This letter presents a broadband eight-way power divider based on the Wilkinson power divider for MIMO communication systems. The power divider is composed of a radial cavity equipped with coaxial probes serving as the power divider circuits, along with microstrip lines loaded with resistors that function as the isolation network. By combining these two parts, the power divider achieves more than 25% operating bandwidth with a theoretical 22.5 dB port isolation. Experimental verification for a C-band (5.8–7.3 GHz) broadband eight-way power divider is presented. Measured results show that the output return loss is better than 18 dB, the isolation is better than 20 dB, and the insertion loss is within 9.03±0.25 dB.

如今,多输入多输出(MIMO)技术是通信技术发展的热点问题之一。功率分配器在微波电路中发挥着重要作用,在天线阵列系统中也非常重要。本文介绍了一种基于威尔金森功率分配器的宽带八路功率分配器,适用于 MIMO 通信系统。该功率分配器由一个径向腔体和作为功率分配器电路的同轴探针,以及作为隔离网络的装有电阻器的微带线组成。通过将这两部分结合在一起,功率分配器可实现超过 25% 的工作带宽和 22.5 dB 的理论端口隔离度。本文介绍了 C 波段(5.8-7.3 GHz)宽带八路功率分配器的实验验证。测量结果表明,输出回波损耗优于 18 dB,隔离度优于 20 dB,插入损耗在 9.03±0.25 dB 范围内。
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引用次数: 0
Secrecy Performance Analysis of Cooperative NOMA with AF and DF Protocol over Rayleigh Channel 采用 AF 和 DF 协议的合作 NOMA 在瑞利信道上的保密性能分析
IF 2.2 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-07-31 DOI: 10.1007/s11277-024-11507-3
K. Ashwini, V. K. Jagadeesh

The article examined the physical layer security of cooperative non-orthogonal multiple access (NOMA) network over Rayleigh fading channels by considering one eavesdropper. Relaying techniques like decode-and-forward (DF) and amplify–and–forward (AF) protocols are analyzed. The secrecy rate and secrecy outage probability of the system considering NOMA-AF and NOMA-DF systems were derived. Two cases were considered for the analysis, one system model where a near user operates as relay, forwarding the signal to far user; another where a relay is used in forwarding the signal to both users. Simulation results were obtained for different values of power allocation coefficients. These results show that the system model proposed in case 2 provides a better secrecy performance result than NOMA based models proposed in case 1 under both relaying techniques.

文章通过考虑一个窃听者,研究了瑞利衰减信道上合作非正交多址(NOMA)网络的物理层安全性。分析了解码前向(DF)和放大前向(AF)协议等中继技术。考虑到 NOMA-AF 和 NOMA-DF 系统,得出了系统的保密率和保密中断概率。分析中考虑了两种情况:一种系统模型是近端用户作为中继器工作,将信号转发给远端用户;另一种是使用中继器将信号转发给两个用户。针对不同的功率分配系数值得出了仿真结果。这些结果表明,在两种中继技术下,情况 2 中提出的系统模型比情况 1 中提出的基于 NOMA 的模型具有更好的保密性能。
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引用次数: 0
A Multi-Layered Assessment System for Trustworthiness Enhancement and Reliability for Industrial Wireless Sensor Networks 增强工业无线传感器网络可信度和可靠性的多层评估系统
IF 2.2 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2024-07-31 DOI: 10.1007/s11277-024-11391-x
Mohd Anas Khan, Shalu, Quadri Noorulhasan Naveed, Ayodele Lasisi, Sheetal Kaushik, Sunil Kumar

The decision-making process in Industrial Wireless Sensor Networks heavily relies on the information provided by smart sensors. Ensuring the trustworthiness of these sensors is essential to prolong the lifetime of the network. Additionally, dependable data transmission by sensor nodes is crucial for effective decision-making. Trust management approaches play a vital role in safeguarding industrial sensor networks from internal threats, enhancing security, dependability, and network resilience. However, existing trust management schemes often focus solely on communication behaviour to calculate trust values, potentially leading to incorrect decisions amidst prevalent malicious attacks. Moreover, these schemes often fail to meet the resource and dependability requirements of IWSNs. To address these limitations, this paper proposes a novel hybrid Trust Management Scheme called the Multi-layered Assessment System for Trustworthiness Enhancement and Reliability (MASTER). The MASTER scheme employs a clustering approach within a hybrid architecture to reduce communication overhead, effectively detecting and mitigating various adversarial attacks such as Sybil, Blackhole, Ballot stuffing, and On–off attacks with minimal overheads. This multifactor trust scheme integrates both communication-based trust and data-based trust during trust estimation, aiming to improve the lifetime of industrial sensor networks. Furthermore, the proposed MASTER scheme utilizes a flexible weighting scheme that assigns more weight to recent interactions during both direct and recommendation (indirect) trust evaluation. This approach ensures robust and precise trust values tailored to the specific network scenario. To efficiently process and glean insights from dispersed data, machine learning algorithms are employed, offering a suitable solution. Experimental results demonstrate the superior performance of the MASTER scheme in several key metrics compared to recent trust models. For instance, when 30% of malicious Sensor Nodes (SNs) exist in a network comprising 500 sensor nodes, the MASTER scheme achieves a malicious behaviour detection rate of 97%, surpassing the rates of other models. Even after the occurrence of malicious SNs exceeding 30%, the False Negative Rate (FNR) in the MASTER scheme remains lower than other models due to adaptive trust functions employed at each level. With 50% malicious SNs in the network, the MASTER scheme achieves a malicious behaviour detection accuracy of 91%, outperforming alternative models. Moreover, the average energy consumption of SNs in the MASTER scheme is significantly lower compared to other schemes, owing to its elimination of unnecessary transactions through clustered topology utilization. Specifically, with 30% and 50% malicious SNs in the network, the MASTER scheme achieves throughput rates of 150 kbps and 108 kbps, respectively, demonstrating its efficiency in challenging network scenarios. Overall, the proposed MASTER scheme

工业无线传感器网络的决策过程在很大程度上依赖于智能传感器提供的信息。要延长网络的使用寿命,就必须确保这些传感器的可信度。此外,传感器节点可靠的数据传输对有效决策也至关重要。信任管理方法在保护工业传感器网络免受内部威胁、提高安全性、可靠性和网络弹性方面发挥着重要作用。然而,现有的信任管理方案往往只关注通信行为来计算信任值,在恶意攻击盛行的情况下可能会导致错误的决策。此外,这些方案往往无法满足 IWSN 的资源和可靠性要求。为了解决这些局限性,本文提出了一种新型混合信任管理方案,称为 "增强可信度和可靠性的多层评估系统"(MASTER)。MASTER 方案在混合架构中采用了一种聚类方法,以减少通信开销,从而以最小的开销有效地检测和缓解各种对抗性攻击,如 Sybil、Blackhole、Ballot stuffing 和 On-off 攻击。这种多因素信任方案在信任估计过程中整合了基于通信的信任和基于数据的信任,旨在提高工业传感器网络的寿命。此外,所提出的 MASTER 方案采用了灵活的加权方案,在直接和推荐(间接)信任评估过程中为最近的交互分配更多权重。这种方法可确保根据特定网络场景定制稳健而精确的信任值。为了有效处理分散的数据并从中获得洞察力,采用了机器学习算法,从而提供了一个合适的解决方案。实验结果表明,与最新的信任模型相比,MASTER 方案在多个关键指标上都表现出色。例如,当由 500 个传感器节点组成的网络中存在 30% 的恶意传感器节点(SN)时,MASTER 方案的恶意行为检测率高达 97%,超过了其他模型。即使在恶意 SN 超过 30% 的情况下,由于每个级别都采用了自适应信任函数,MASTER 方案的假阴性率 (FNR) 仍低于其他模型。当网络中的恶意 SN 达到 50%时,MASTER 方案的恶意行为检测准确率达到 91%,优于其他模型。此外,与其他方案相比,MASTER 方案中 SN 的平均能耗要低得多,这是因为它通过聚类拓扑利用消除了不必要的交易。具体地说,在网络中存在 30% 和 50% 恶意 SN 的情况下,MASTER 方案的吞吐率分别达到了 150 kbps 和 108 kbps,证明了它在具有挑战性的网络场景中的效率。总之,所提出的 MASTER 方案为增强 IWSN 中传感器节点的安全性、可信度和协作性提供了一个全面的解决方案,同时与现有的信任模型相比,在各种指标上都取得了优异的性能。
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Wireless Personal Communications
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