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拓扑感知的无线传感网络数据聚合方法
引用本文:熊英,李芸.拓扑感知的无线传感网络数据聚合方法[J].计算机系统应用,2021,30(9):256-261.
作者姓名:熊英  李芸
作者单位:江门开放大学 信息技术部, 江门 529234;东华理工大学 水资源与环境工程学院, 南昌 330013
基金项目:江西省重点研发计划(20202BBGL73086); 广东省自然科学基金(2018A030313063); 江门市基础与理论科学研究项目(2021C26); 广东远程开放教育科研基金(YJ2109)
摘    要:针对无线传感网络中数据聚合能耗和重建误差问题,提出了一种拓扑感知的数据聚合方法(TADA).首先,构建了一个包含网络初始化、数据分帧和数据预处理的数据流,形成无线传感网络的通信过程;然后,构造测量矩阵将数据分解为多个路径转发,从而进行全网络矢量分配,并提出了基于平衡最小生成树是数据聚合算法.通过实验表明:所提方法在数据聚合能耗和数据重建错误率要求上低于其它压缩感知的方法.

关 键 词:拓扑感知  无线传感网络  数据聚合  平衡最小生成树
收稿时间:2021/1/16 0:00:00
修稿时间:2021/2/7 0:00:00

Topology Aware Data Aggregation Method for Wireless Sensor Networks
XIONG Ying,LI Yun.Topology Aware Data Aggregation Method for Wireless Sensor Networks[J].Computer Systems& Applications,2021,30(9):256-261.
Authors:XIONG Ying  LI Yun
Affiliation:Information Technology Department, Jiangmen Open University, Jiangmen 529234, China; School of Water Resources and Environment Engineering, East China University of Technology, Nanchang 330013, China
Abstract:We propose a Topology Aware Data Aggregation (TADA) method to address the problems of energy consumption and reconstruction errors in the data aggregation of a wireless sensor network. Firstly, a data stream including network initialization, data framing, and data preprocessing is constructed to form the communication process of the wireless sensor network. Secondly, a measurement matrix is built to decompose the data into multiple paths for forwarding and then the vector allocation of the whole network is carried out. Finally, a data aggregation algorithm based on a balanced minimum spanning tree is proposed. Experiments show that the proposed method is lower than other compressed sensing methods in the energy consumption of data aggregation and the error rate of data reconstruction.
Keywords:topology awareness  wireless sensor network  data aggregation  balanced minimum spanning tree
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