节能无线传感器网络的集成信任聚类和Dijkstra路由算法

Salsabil Adel, Raghda Samir, Irene Samy, T. Ismail
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引用次数: 0

摘要

无线传感器网络(WSNs)在各个领域发挥着至关重要的作用,但极易受到外部攻击,因此开发安全的数据聚合方法势在必行。为了提高无线传感器网络的安全性,本研究引入了基于信任的聚类和基于dijkstra的路由算法(TBC-DBR)。该算法旨在建立一种安全高效的无线传感器网络数据聚合机制。它首先将传感器节点划分为集群,创建结构化的网络架构。在每个集群中,成员经历三个阶段的信任评估过程:直接信任、间接信任和全面信任。这些信任指标支持选择最值得信任的节点作为簇头,从而确保可靠的数据聚合和路由。为了评估该算法的有效性,使用MATLAB R2022a进行了大量的仿真。仿真框架能够进行全面的性能分析,将所提出的TBC-DBR算法与著名的LEACH算法进行比较。评估侧重于关键性能指标,如整个网络生命周期中的能耗和包速率传输。仿真结果表明了所提出的TBC-DBR算法的优越性。与LEACH算法相比,它的能耗更低,表明网络的能源效率得到了提高。此外,该算法实现了更高的数据包传输速率,强调了其在保持网络内数据可靠、及时传输方面的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integrated Trust-Clustering and Dijkstra Routing Algorithms for Energy-Efficient WSNs
Wireless Sensor Networks (WSNs) playa crucial role in various fields but are highly susceptible to external attacks, making the development of secure data aggregation methods in WSNs imperative. To enhance the security of WSNs, this study introduces a Trust-Based Clustering and Dijkstra-Based Routing algorithm (TBC-DBR). The proposed algorithm aims to establish a secure and efficient data aggregation mechanism in WSNs. It begins by dividing the sensor nodes into clusters, creating a structured network architecture. Within each cluster, the members undergo a three-phase trust evaluation process: direct trust, indirect trust, and overall trust. These trust metrics enable the selection of the most trustworthy node as the cluster head, ensuring reliable data aggregation and routing. To evaluate the effectiveness of the proposed algorithm, extensive simulations are performed using MATLAB R2022a. The simulation framework enables a comprehensive performance analysis, comparing the proposed TBC-DBR algorithm with the well-known LEACH algorithm. The evaluation focuses on critical performance metrics such as energy consumption and packet rate delivery throughout the network's lifetime. The results obtained from the simulations demonstrate the superiority of the proposed TBC-DBR algorithm. It exhibits lower energy consumption compared to the LEACH algorithm, indicating improved energy efficiency in the network. Moreover, the proposed algorithm achieves a higher packet rate delivery, emphasizing its effectiveness in maintaining reliable and timely data transmission within the network.
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