E3: Towards energy-efficient distributed least squares estimation in sensor networks

Wanyu Lin, Jiannong Cao, Xuefeng Liu

Research output: Chapter in book / Conference proceedingConference article published in proceeding or bookAcademic researchpeer-review

1 Citation (Scopus)

Abstract

Domain-specific applications, such as structural health monitoring, have been one of the main drivers that motivates the real-world deployment of wireless sensor networks. Due to their data-intensive nature, it is typical for these applications to make heavy uses of least squares estimation as a foundation for their algorithms, which is a standard approach to compute the approximate solution of sets of equations in which there are more equations than unknowns. Due to the very limited amount of energy and computation power available on the sensors, it is imperative to design new algorithms to perform least squares estimation in a distributed fashion. While we wish to conserving energy by minimizing communication with our design, constraints on communication delays will also need to be satisfied. In this paper, we propose E3, a new distributed algorithm specifically designed to guarantee the precision of least squares estimation in sensor networks, with the objective of minimizing the energy consumption incurred during communication, while observing constraints on application-specific communication delays. Compared to previous works, we show that E3 maintains the same level of estimation precision while incurring much lower energy costs.
Original languageEnglish
Title of host publication2014 IEEE 22nd International Symposium of Quality of Service, IWQoS
PublisherIEEE
Pages21-30
Number of pages10
ISBN (Electronic)9781479948529
DOIs
Publication statusPublished - 30 Sep 2014
Event22nd IEEE International Symposium of Quality of Service, IWQoS 2014 - Hong Kong, Hong Kong
Duration: 26 May 201427 May 2014

Conference

Conference22nd IEEE International Symposium of Quality of Service, IWQoS 2014
CountryHong Kong
CityHong Kong
Period26/05/1427/05/14

ASJC Scopus subject areas

  • Electrical and Electronic Engineering

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