A survey on network lifetime maximization using data aggregation trees

IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Preeti A. Kale, Manisha J. Nene
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引用次数: 0

Abstract

SummaryThe sensor networks are the primary and essential components on which the world of Internet of Things (IoT) is built. IoT empowers smart communication, computation, and sensing capabilities. In sensor networks, the data are collected by the sensor nodes and sent to the sink along a communication path. These communication paths are collaboratively established by the nodes and the sink. By incorporating energy‐efficient data gathering techniques, the lifetime of these networks is improved. The major contribution of the study in this work is to provide a survey of various techniques for data aggregation (DA) and the employed algorithmic strategies that facilitate and influence network lifetime (NL) in these environments. DA in wireless sensor networks (WSN), IoTs, and cloud computing extend the lifetime of these networks since it enables efficient merging of traffic flows, thus reducing transmissions and energy consumption of devices. In sensor networks, data aggregation tree (DAT)‐based routing facilitates energy‐efficient routing that extends NL. NL maximization using DATs constructs DATs with optimal NL and is a known NP‐complete problem. Subsequently, the study in this work surveys the various approaches employed by researchers to construct DATs and discusses techniques for DAT scheduling. This work further explores various sensor deployment techniques and discusses real world scenario in which NL is influenced by uncertainty in communication links. Finally, the study in this survey highlights the achievements in realizing NL improvement using DAT and identifies the limitations and research challenges.
利用数据聚合树实现网络寿命最大化的研究
摘要传感器网络是构建物联网(IoT)世界的主要和基本组成部分。物联网增强了智能通信、计算和传感能力。在传感器网络中,数据由传感器节点收集,并沿着通信路径发送到汇。这些通信路径由节点和汇协同建立。通过采用高能效数据收集技术,这些网络的寿命得到了改善。这项研究的主要贡献在于对数据聚合(DA)的各种技术以及在这些环境中促进和影响网络寿命(NL)的算法策略进行了调查。无线传感器网络(WSN)、物联网和云计算中的数据汇聚可延长这些网络的使用寿命,因为它能有效合并流量,从而减少设备的传输和能耗。在传感器网络中,基于数据聚合树(DAT)的路由可促进高能效路由,从而延长 NL。使用 DAT 实现 NL 最大化需要构建具有最佳 NL 的 DAT,这是一个已知的 NP-完全问题。随后,本研究调查了研究人员构建 DAT 的各种方法,并讨论了 DAT 调度技术。本研究还进一步探讨了各种传感器部署技术,并讨论了 NL 受通信链路不确定性影响的现实场景。最后,本调查报告强调了利用 DAT 实现 NL 改进的成就,并指出了局限性和研究挑战。
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来源期刊
CiteScore
5.90
自引率
9.50%
发文量
323
审稿时长
7.9 months
期刊介绍: The International Journal of Communication Systems provides a forum for R&D, open to researchers from all types of institutions and organisations worldwide, aimed at the increasingly important area of communication technology. The Journal''s emphasis is particularly on the issues impacting behaviour at the system, service and management levels. Published twelve times a year, it provides coverage of advances that have a significant potential to impact the immense technical and commercial opportunities in the communications sector. The International Journal of Communication Systems strives to select a balance of contributions that promotes technical innovation allied to practical relevance across the range of system types and issues. The Journal addresses both public communication systems (Telecommunication, mobile, Internet, and Cable TV) and private systems (Intranets, enterprise networks, LANs, MANs, WANs). The following key areas and issues are regularly covered: -Transmission/Switching/Distribution technologies (ATM, SDH, TCP/IP, routers, DSL, cable modems, VoD, VoIP, WDM, etc.) -System control, network/service management -Network and Internet protocols and standards -Client-server, distributed and Web-based communication systems -Broadband and multimedia systems and applications, with a focus on increased service variety and interactivity -Trials of advanced systems and services; their implementation and evaluation -Novel concepts and improvements in technique; their theoretical basis and performance analysis using measurement/testing, modelling and simulation -Performance evaluation issues and methods.
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