Image reconstruction algorithms for radio tomographic imaging

Heng Liu, Zheng Huan Wang, Xiang Yuan Bu, Jian Ping An

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

12 Citations (Scopus)

Abstract

Radio tomgographic imaging (RTI) is a method of imaging the attenuation caused by object's obstruction within the area surrounded by wireless sensor nodes. The image reconstruction of RTI is an ill-posed problem because the pixels are more than the RSS measurements. Therefore, conventional methods such as least square method are not applicable because the solutions amplify the noise by dividing small singular values. In this paper, we discuss three algorithms i.e. LBP, Tikhonov regularization and projected Landweber iteration to obtain the imaging results. LBP is very simple and needs little hardware resources. Tikhonov regularization method makes a good balance between image quality and regularization error and we use L-curve method to choose regularization parameter. Projected Landweber iteration method can further improve the imaging results while it needs lots of computation. All the three algorithms can be used to meet different requirement of applications. The experiment results are also presented to validate the effectiveness of algorithms.

Original languageEnglish
Title of host publicationProceedings - 2012 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems, CYBER 2012
PublisherIEEE Computer Society
Pages48-53
Number of pages6
ISBN (Print)9781467314213
DOIs
Publication statusPublished - 2012
Event2012 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems, CYBER 2012 - Bangkok, Thailand
Duration: 27 May 201231 May 2012

Publication series

NameProceedings - 2012 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems, CYBER 2012

Conference

Conference2012 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems, CYBER 2012
Country/TerritoryThailand
CityBangkok
Period27/05/1231/05/12

Keywords

  • Image recosntruction
  • LBP
  • Projected Landweber iteration
  • Radio tomographic imaging
  • Tikhonov regularization
  • Wireless senor network

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