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无线传感器网络中的数据传输精简算法

魏煜 嵩天

计算机工程与应用2018,Vol.54Issue(3):100-108,9.
计算机工程与应用2018,Vol.54Issue(3):100-108,9.DOI:10.3778/j.issn.1002-8331.1708-0279

无线传感器网络中的数据传输精简算法

Lightweight and robust data reduction algorithms for Wireless Sensor Network

魏煜 1嵩天1

作者信息

  • 1. 北京理工大学 计算机学院,北京 100081
  • 折叠

摘要

Abstract

Wireless Sensor Networks applications are frequently deployed in severe and restricted communication scenarios because of limited wireless bandwidth, computing, batter power and unexpected noises. To efficiently and accurately transfer collected data from sensors to the sink, data reduction algorithms are proposed to decrease the transmission by sending those readings that deviate from the prediction by an error budget. However, few such algorithms consider the effect of packet lose in practical scenarios. In this paper, LRPH(Lightweight Robust algorithm with Plain Heartbeat)is proposed, which works on a lightweight prediction model and a heartbeat mechanism to resist the influence caused by packet loss and to be aware of the state of sensors in time. Furthermore, LRSH(Lightweight Robust algorithm with Smart Heartbeat)as an optimization is proposed to reduce the heartbeat cost in LRPH. Experiments with real traces show that the LRPH approach only requires 4.15%transmission to recover all data by a prediction model within an error threshold, and furthermore, the LRSH approach requires 3.63%. Both two algorithms can significantly resist packet loss in severe communication scenarios comparing with previous approaches.

关键词

无线传感器网络/数据精简/鲁棒性/轻量级

Key words

Wireless Sensor Network(WSN)/data reduction/robustness/lightweight

分类

信息技术与安全科学

引用本文复制引用

魏煜,嵩天..无线传感器网络中的数据传输精简算法[J].计算机工程与应用,2018,54(3):100-108,9.

基金项目

国家自然科学基金(No.61672101,No.U1636119,No.61272510). (No.61672101,No.U1636119,No.61272510)

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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