基于混合优化辅助最短路径选择聚类的WSN节能内容传递的内容感知路由算法

IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS
Impa Bennuru Huliyappa Gowda, Shanthi Pichandi Anandaraj
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引用次数: 0

摘要

近年来,无线传感器网络(WSNs)主要用于数据传输和多媒体应用。为了更好地满足用户对多媒体内容传输的需求,需要对路由协议进行改进和细化。无线传感器网络由小型传感设备组成,用于高效通信。由于缺乏资源,无线传感器网络的处理经常出现问题。无线传感器网络最重要的目标是提高能源效率。传感器在执行各种任务时消耗更多的能量,包括通信、路由、集群、定位、机载计算、维护等。然而,在节点级别上有三种主要的能源消耗类别:无线电链路关系、微处理器评估和通过传感模块进行传感。由于无线传感器网络中通信频繁和处理成本过高,大大降低了无线传感器网络的寿命和资源可用性。为此,本文在WSN中实现了一种内容感知路由算法,通过聚类实现高效的内容传递。采用基于最优路径选择的聚类方法解决了基于主机的通信挑战。最初,在无线传感器网络中采用聚类来处理能量效率和寿命。此外,通过杂交优化方法进行最短路径选择,其中笑翠鸟与淘金热优化器(HK-GRO)杂交得到最优解。节能的基于内容的路由是基于跳数、链路利用率、平均缓存大小、流量需求、累计链路质量、能耗、源到目的距离等客观约束来执行的,以提高路由性能。采用一些性能指标,用传统模型验证了基于聚类的内容感知节能路由的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Content-Aware Routing Algorithms in WSN for Energy-Efficient Content Delivery Through Clustering With Hybridized Optimization Aided Shortest Path Selection

Wireless sensor networks (WSNs) are primarily used for transferring data and in multimedia applications in the last few years. Improving and refining the routing protocol is required to satisfy user demand in multimedia content delivery with better performance. WSN is composed of small sensing devices that are used for efficient communication. Due to the lack of resources, the handling of WSNs is regularly problematic. The most important objective of WSNs is to improve energy efficiency. The sensors consume more energy for a variety of tasks, including communication, routing, clustering, localization, on-board computations, maintenance, and so on. Nevertheless, there are three primary categories of energy consumption at the node level: radio link relationships, microprocessor evaluation, and sensing via sensing modules. The life span and resource availability of the WSN are greatly reduced by frequent communication and over-cost processing in the WSN. Hence, a content-aware routing algorithm in WSN is implemented in this work to make energy-efficient content delivery through clustering. The host-based communication challenges are solved by using an optimal path-selection-based clustering approach. Initially, clustering is employed to handle energy efficiency and lifetime in WSN. Further, the shortest path selection is done via the hybridized optimization approach, where the Hybridization of Kookaburra with Gold Rush Optimizer (HK-GRO) attains the optimal solution. The energy-efficient content-based routing is performed based on objective constraints like hop counts, link utilization, average cache size, traffic demand, accumulated link quality, energy consumption, and distance between sources to destination for improving routing performance. The efficiency of the proposed clustering-based content-aware energy-efficient routing is validated with the conventional models using some performance measures.

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来源期刊
CiteScore
8.90
自引率
13.90%
发文量
249
期刊介绍: ransactions on Emerging Telecommunications Technologies (ETT), formerly known as European Transactions on Telecommunications (ETT), has the following aims: - to attract cutting-edge publications from leading researchers and research groups around the world - to become a highly cited source of timely research findings in emerging fields of telecommunications - to limit revision and publication cycles to a few months and thus significantly increase attractiveness to publish - to become the leading journal for publishing the latest developments in telecommunications
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