Performance analysis of multi-layered clustering network using fault tolerance multipath routing protocol (MRP-FT) in a wireless sensor network (WSN)

IF 0.7 Q4 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Gagandeep Kaur
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Abstract

Wireless sensor networks (WSNs) are ad hoc and self-configuring networks having the possibility that any sensor node can connect or leave the network. With no central controller in WSN, wireless sensor nodes are considered responsible for data routing in the networks. The wireless sensor nodes are very small in size and have limited resources, therefore, it becomes difficult to recharge or replace the battery of the sensor nodes at far places. The present study focused on reducing the battery consumption of the sensor nodes by the deployment of the newly proposed Fault Tolerance Multipath Routing Protocol (MRP-FT) as compared with the existing Low Energy Adaptive Clustering Hierarchy (LEACH) protocol under particle swarm optimisation based fault tolerant routing (PSO-FT) technique. The proposed algorithm of MRP-FT-based on the dynamic clustering technique using Boltzmann learning of the neural network and the weights were adjusted according to the area of networks, number of nodes and rounds, the initial energy of nodes (E0), transmission energy of nodes (d < d0), data reviving energy (ERX), data aggregation energy (EDA), energy dissipation on free space (εfs), energy dissipation of multi-path delay (ε mp) and the packet size. The results of the present study revealed that the packet heads remains constant during the initial time period (up to 2500 seconds), and exhibited a sharp increase thereafter. The network energy consumption remains constant up to 2300 s and exhibited a sharp increase thereafter. High energy use after 2300 seconds describes the faulty occurrence in the network and leads to decreased reliability (%) of the existing protocol. The energy consumption was substantially reduced by 15 J (38.5%) due to the implementation of the newly proposed MRP-FT, compared with the existing PSO-FT protocol. The reduced delay of 22 packets was achieved with MRP-FT protocol, compared with the existing PSO-FT technique-based LEACH protocol. Nonetheless, the MRP-FT enhanced the packet overhead of 10.8% over the current protocol due to deploying more uniform clustering. Additionally, a 12% increase in reliability was achieved with the implementation of MRP-FT protocol emphasizing that network lifespan was prolonged efficiently with the proposed algorithm.
基于容错多径路由协议(MRP-FT)的多层聚类网络性能分析
无线传感器网络(wsn)是一种自配置网络,任何传感器节点都可以连接或离开该网络。由于无线传感器网络中没有中央控制器,无线传感器节点被认为负责网络中的数据路由。由于无线传感器节点体积小,资源有限,因此在较远的地方给传感器节点充电或更换电池变得困难。本文的研究重点是通过部署新提出的容错多路径路由协议(MRP-FT)来减少传感器节点的电池消耗,并与现有的基于粒子群优化的容错路由(PSO-FT)技术下的低能量自适应聚类层次(LEACH)协议进行比较。提出的mrp - ft算法基于神经网络的玻尔兹曼学习动态聚类技术,根据网络面积、节点数和轮数、节点初始能量(E0)、节点传输能量(d < d0)、数据恢复能量(ERX)、数据聚集能量(EDA)、自由空间能量耗散(εfs)、多径延迟能量耗散(ε mp)和数据包大小来调整权重。本研究的结果表明,包头在初始时间段(高达2500秒)保持不变,并在此后表现出急剧增加。在2300 s之前,网络能耗保持不变,之后呈急剧上升趋势。2300秒后的高能耗描述了网络出现故障,导致现有协议的可靠性(%)下降。与现有的PSO-FT协议相比,由于新提出的MRP-FT协议的实施,能耗大幅降低了15 J(38.5%)。与现有的基于PSO-FT技术的LEACH协议相比,MRP-FT协议减少了22个数据包的延迟。尽管如此,由于部署了更加统一的集群,MRP-FT比当前协议增加了10.8%的数据包开销。此外,通过MRP-FT协议的实现,可靠性提高了12%,强调该算法有效地延长了网络寿命。
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来源期刊
Operations Research and Decisions
Operations Research and Decisions OPERATIONS RESEARCH & MANAGEMENT SCIENCE-
CiteScore
1.00
自引率
25.00%
发文量
16
审稿时长
15 weeks
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