Elmonser Malika, Alaerjan Alaa, Jabeur Randa, Chikha Haithem Ben, Attia Rabah
SERCOM LAB, Polytechnic School of Tunisia, Tunis, Tunisia.
Department of Computer Science, College of Computer and Information Sciences, Jouf University, Sakaka, Saudi Arabia.
Sci Rep. 2024 Dec 28;14(1):30690. doi: 10.1038/s41598-024-76492-w.
This paper examines the impact of hetterogeneous wireless sensor networks (WSNs) on wireless communication systems, with a focus in Internet of Things (IoT) enabled smart grids. It introduces a novel approach for the fair distribution of energy and computational resources among sensor nodes (SNs), which is crucial for extending network lifespan, enhancing performance, and ensuring SG stability. The research highlights the role of initial energy and processing capacities of SNs. Although hierarchical clustering methods are effective in WSNs, finding the ideal routing protocol remains challenging due to extensive deployment. To address energy efficiency and network durability, the study proposes the integration of the heterogeneous dynamic multi-hop (HDM) approach with the low-energy adaptive clustering hierarchy (LEACH) protocol, specifically for IoT smart city applications. The HDM model combines multi-hop communication with dynamic hierarchical clustering, distinguishing between normal and advanced nodes based on energy levels to optimize cluster head selection probabilities. The methodology involves a comparative analysis between the HDM protocol and LEACH in a heterogeneous environment (H-LEACH) in terms of energy conservation, and network lifespan. Results demonstrate that the HDM protocol outperforms H-LEACH. Notably, HDM consumes half of the total energy over 4600 rounds, compared to H-LEACH's 3000 rounds. These findings have important implications for deploying WSNs in smart grid applications, supporting sustainable and resilient urban IoT ecosystems.
本文研究异构无线传感器网络(WSN)对无线通信系统的影响,重点关注物联网(IoT)支持的智能电网。它介绍了一种在传感器节点(SN)之间公平分配能量和计算资源的新方法,这对于延长网络寿命、提高性能和确保智能电网稳定性至关重要。该研究突出了传感器节点初始能量和处理能力的作用。尽管分层聚类方法在无线传感器网络中很有效,但由于广泛部署,找到理想的路由协议仍然具有挑战性。为了解决能源效率和网络耐久性问题,该研究提出将异构动态多跳(HDM)方法与低能量自适应聚类分层(LEACH)协议集成,专门用于物联网智能城市应用。HDM模型将多跳通信与动态分层聚类相结合,根据能量水平区分普通节点和高级节点,以优化簇头选择概率。该方法涉及在异构环境(H-LEACH)中对HDM协议和LEACH在节能和网络寿命方面进行比较分析。结果表明,HDM协议优于H-LEACH。值得注意的是,在4600轮中,HDM消耗的总能量是H-LEACH在3000轮中消耗能量的一半。这些发现对在智能电网应用中部署无线传感器网络具有重要意义,支持可持续和有弹性的城市物联网生态系统。