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IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Online ISSN : 1745-1337
Print ISSN : 0916-8508
Regular Section
Several Bits Are Enough: Off-Grid Target Localization in WSNs Using Variational Bayesian EM Algorithm
Yan GUOPeng QIANNing LI
Author information
  • Yan GUO

    College of Communications Engineering, Army Engineering University

  • Peng QIAN

    College of Communications Engineering, Army Engineering University

  • Ning LI

    College of Communications Engineering, Army Engineering University

Corresponding author

ORCID
Keywords:wireless sensor networks,target localization,quantized data,compressive sensing,variational Bayesian method
JOURNALRESTRICTED ACCESS

2019 Volume E102.AIssue 7Pages 926-929

DOIhttps://doi.org/10.1587/transfun.E102.A.926
Details
  • Published: July 01, 2019Manuscript Received: January 05, 2019Released on J-STAGE: July 01, 2019Accepted: -Advance online publication: -Manuscript Revised: -
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Abstract

The compressive sensing has been applied to develop an effective framework for simultaneously localizing multiple targets in wireless sensor networks. Nevertheless, existing methods implicitly use analog measurements, which have infinite bit precision. In this letter, we focus on off-grid target localization using quantized measurements with only several bits. To address this, we propose a novel localization framework for jointly estimating target locations and dealing with quantization errors, based on the novel application of the variational Bayesian Expectation-Maximization methodology. Simulation results highlight its superior performance.

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© 2019 The Institute of Electronics, Information and Communication Engineers
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