Enhanced centroid-based energy-efficient clustering routing protocol for serverless based wireless sensor networks

IF 5.2 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Seemab Karim , Kashif Naseer Qureshi , Ashraf Osman Ibrahim , Anas W. Abulfaraj , Kayhan Zrar Ghafoor
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Abstract

Serverless computing is a new concept as cloud computing, which dynamically manages the networks and is applied in Serverless Wireless Sensor Networks (SWSN) to help the networks. These networks are becoming famous for monitoring various physical and environmental factors. Serverless computing also facilitates the networks by offering an extensive range of applications. Different applications have been designed for monitoring purposes where the sensor nodes sense the data and transmit it to the base station through single or multi-hop routing. However, existing routing protocols cannot manage the sensor nodes’ energy issues because of the complex routing processes and depleted their power before their time. Because of these limitations, the nodes close to BS continuously rely on the network for data forwarding. As a result, these nodes cause energy consumption and lead to a useless state. This paper proposes a serverless architecture and designs an Enhanced Centroid-based Energy Efficient Clustering (ECEEC) protocol for SWSN networks. The proposed serverless architecture provides automated scalability, cost-effective services, and stateless execution. In addition, the proposed protocol offers the cluster head selection and its rotation to maximize the energy efficiency in the network. Furthermore, gateway nodes are chosen in every cluster to overcome the load on the cluster head. Simulation results indicated the excellent performance of the proposed protocol as compared to the existing routing protocols concerning network lifetime and energy consumption. The proposed protocol shows better reliability with nodes failing at 650 rounds compared to 600 rounds, especially with 5 % and 10 % Cluster Heads. The proposed protocol exhibits superior energy efficiency consumption of SNs under varying CH percentages, indicating the protocol’s consistent performance across different scenarios.

基于无服务器无线传感器网络的增强型中心点节能聚类路由协议
无服务器计算是云计算的一个新概念,它可以动态管理网络,并应用于无服务器无线传感器网络(SWSN)以帮助网络。这些网络因监测各种物理和环境因素而闻名。无服务器计算还通过提供广泛的应用为网络提供便利。为监测目的设计了不同的应用,其中传感器节点感知数据并通过单跳或多跳路由将数据传输到基站。然而,由于路由过程复杂,现有的路由协议无法管理传感器节点的能源问题,而且会提前耗尽其电量。由于这些限制,靠近基站的节点不断依赖网络进行数据转发。因此,这些节点会造成能量消耗,导致无用状态。本文提出了一种无服务器架构,并为 SWSN 网络设计了基于中心点的增强型高能效聚类(ECEEC)协议。所提出的无服务器架构提供了自动可扩展性、经济高效的服务和无状态执行。此外,该协议还提供簇头选择和轮换功能,以最大限度地提高网络能效。此外,还在每个簇中选择网关节点,以减轻簇头的负荷。仿真结果表明,与现有路由协议相比,拟议协议在网络寿命和能耗方面表现出色。与 600 轮相比,提议的协议在 650 轮时节点失效,尤其是在簇头占 5% 和 10% 的情况下,显示出更好的可靠性。在不同的簇头比例下,建议的协议显示出更高的 SN 能量消耗效率,这表明该协议在不同场景下具有一致的性能。
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来源期刊
CiteScore
10.50
自引率
8.70%
发文量
656
审稿时长
29 days
期刊介绍: In 2022 the Journal of King Saud University - Computer and Information Sciences will become an author paid open access journal. Authors who submit their manuscript after October 31st 2021 will be asked to pay an Article Processing Charge (APC) after acceptance of their paper to make their work immediately, permanently, and freely accessible to all. The Journal of King Saud University Computer and Information Sciences is a refereed, international journal that covers all aspects of both foundations of computer and its practical applications.
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