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基于模糊决策的水下传感器网络节能数据包转发方案

Energy-Efficient Packet Forwarding Scheme Based on Fuzzy Decision-Making in Underwater Sensor Networks.

作者信息

Pabani Jitander Kumar, Luque-Nieto Miguel-Ángel, Hyder Waheeduddin, Otero Pablo

机构信息

Institute of Oceanic Engineering Research, University of Malaga, 29010 Málaga, Spain.

Department of Telecommunication Engineering, Dawood University of Engineering and Technology, Karachi 74800, Pakistan.

出版信息

Sensors (Basel). 2021 Jun 25;21(13):4368. doi: 10.3390/s21134368.

Abstract

Underwater Wireless Sensor Networks (UWSNs) are subjected to a multitude of real-life challenges. Maintaining adequate power consumption is one of the critical ones, for obvious reasons. This includes proper energy consumption due to nodes close to and far from the sink node (gateway), which affect the overall energy efficiency of the system. These wireless sensors gather and route the data to the onshore base station through the gateway at the sea surface. However, finding an optimum and efficient path from the source node to the gateway is a challenging task. The common reasons for the loss of energy in existing routing protocols for underwater are (1) a node shut down due to battery drainage, (2) packet loss or packet collision which causes re-transmission and hence affects the performance of the system, and (3) inappropriate selection of sensor node for forwarding data. To address these issues, an energy efficient packet forwarding scheme using fuzzy logic is proposed in this work. The proposed protocol uses three metrics: number of hops to reach the gateway node, number of neighbors (in the transmission range of a node) and the distance (or its equivalent received signal strength indicator, RSSI) in a 3D UWSN architecture. In addition, the performance of the system is also tested with adaptive and non-adaptive transmission ranges and scalable number of nodes to see the impact on energy consumption and number of hops. Simulation results show that the proposed protocol performs better than other existing techniques or in terms of parameters used in this scheme.

摘要

水下无线传感器网络(UWSNs)面临着众多现实生活中的挑战。出于显而易见的原因,保持足够的功耗是关键挑战之一。这包括靠近和远离汇聚节点(网关)的节点的合理能量消耗,这会影响系统的整体能量效率。这些无线传感器通过海面的网关收集数据并将其路由到岸上基站。然而,找到从源节点到网关的最佳高效路径是一项具有挑战性的任务。现有水下路由协议中能量损失的常见原因包括:(1)节点因电池耗尽而关闭;(2)数据包丢失或数据包冲突导致重传,从而影响系统性能;(3)转发数据的传感器节点选择不当。为了解决这些问题,本文提出了一种使用模糊逻辑的节能数据包转发方案。所提出的协议使用三个指标:在三维水下无线传感器网络架构中到达网关节点的跳数、邻居数量(在节点的传输范围内)以及距离(或其等效的接收信号强度指示符,RSSI)。此外,还使用自适应和非自适应传输范围以及可扩展的节点数量对系统性能进行了测试,以观察其对能量消耗和跳数的影响。仿真结果表明,所提出的协议在该方案所使用的参数方面比其他现有技术表现更好。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1ec5/8271866/df0827a112dd/sensors-21-04368-g001.jpg

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