Energy-Efficient and Latency-Aware Data Routing in Small-World Internet of Drone Networks

IF 4.7 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Sreenivasa Reddy Yeduri;Sindhusha Jeeru;Om Jee Pandey;Linga Reddy Cenkeramaddi
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引用次数: 0

Abstract

Recently, drones have attracted considerable attention for sensing hostile areas. Multiple drones are deployed to communicate and coordinate sensing and data transfer in the Internet of Drones (IoD) network. Traditionally, multi-hop routing is employed for communication over long distances to increase the network’s lifetime. However, multi-hop routing over large-scale networks leads to energy imbalance and higher data latency. Motivated by this, in this paper, a novel framework of energy-efficient and latency-aware data routing is proposed for Small-World (SW)-IoD networks. We started with an optimization problem formulation in terms of network delay, energy consumption, and reliability. Then, the formulated mixed integer problem is solved by introducing the Small-World Characters (SWC) into the conventional IoD network to form the SW-IoD network. Here, the proposed framework introduces SWC by removing a few existing edges with the least edge weight from the traditional network and introducing the same number of long-range edges with the highest edge weight. We present the simulation results corresponding to packet delivery ratio, network lifetime, and network delay for the performance comparison of the proposed framework with state-of-the-art approaches such as the conventional SWC method, LEACH, Modified LEACH, Canonical Particle Multi-Swarm (PMS) method, and conventional shortest path routing algorithm. We also analyze the effect of the location of the ground control station, the velocity of the drones, and the different heights of layers on the performance of the proposed framework. Through experiments, the superiority of the proposed method is proven to be better when compared to other methods. Finally, the performance evaluation of the proposed model is tested on a network simulator (NS3).
小型世界无人机互联网络中的高能效和延迟感知数据路由选择
最近,无人机因探测敌对地区而备受关注。在无人机互联网(Internet of drones, IoD)网络中,部署多架无人机进行通信和协调传感和数据传输。传统上,多跳路由用于长距离通信,以增加网络的生命周期。但是,在大规模网络中,多跳路由会导致能量不平衡和数据延迟。基于此,本文提出了一种适用于小世界(SW)-IoD网络的节能和延迟感知数据路由的新框架。我们从网络延迟、能耗和可靠性方面的优化问题开始。然后,将小世界字符(Small-World Characters, SWC)引入到传统的IoD网络中,形成SW-IoD网络,解决了公式化的混合整数问题。在这里,提出的框架通过从传统网络中去除一些边缘权值最小的现有边缘,并引入相同数量的边缘权值最高的远程边缘来引入SWC。我们给出了相应的数据包传送率、网络寿命和网络延迟的仿真结果,以将所提出的框架与最先进的方法(如传统的SWC方法、LEACH、改进的LEACH、规范粒子多群(PMS)方法和传统的最短路径路由算法)进行性能比较。我们还分析了地面控制站的位置、无人机的速度和不同层的高度对所提出框架性能的影响。通过实验证明,与其他方法相比,该方法具有更好的优越性。最后,在网络模拟器(NS3)上对该模型进行了性能评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Network and Service Management
IEEE Transactions on Network and Service Management Computer Science-Computer Networks and Communications
CiteScore
9.30
自引率
15.10%
发文量
325
期刊介绍: IEEE Transactions on Network and Service Management will publish (online only) peerreviewed archival quality papers that advance the state-of-the-art and practical applications of network and service management. Theoretical research contributions (presenting new concepts and techniques) and applied contributions (reporting on experiences and experiments with actual systems) will be encouraged. These transactions will focus on the key technical issues related to: Management Models, Architectures and Frameworks; Service Provisioning, Reliability and Quality Assurance; Management Functions; Enabling Technologies; Information and Communication Models; Policies; Applications and Case Studies; Emerging Technologies and Standards.
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