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A distributed information fusion method for localization based on Pareto optimization
KTH, School of Electrical Engineering (EES), Signal Processing. KTH, School of Electrical Engineering (EES), Centres, ACCESS Linnaeus Centre.
KTH, School of Electrical Engineering (EES), Automatic Control.ORCID iD: 0000-0001-9810-3478
2011 (English)In: 7th IEEE International Conference on Distributed Computing in Sensor Systems(DCOSS), 2011Conference paper, Published paper (Refereed)
Abstract [en]

To overcome the limitations of specific positioning techniques for mobile wireless nodes and achieve a high accuracy, the fusion of heterogeneous sensor information is an appealing strategy. In this paper, the problem of optimal fusion of ranging information typically provided by Ultra-Wideband radio with speed and absolute orientation information is addressed. A new distributed recursive estimation method is proposed. The method does not assume any motion model of mobile nodes and is based on a Pareto optimization. The challenging part of the new estimator is the characterization of the statistical information needed to model the optimization problem. The proposed estimator is validated by Monte Carlo simulations, and the performance is compared to several Kalman-based filters commonly employed for localization and sensor fusion. Much better performance is achieved, but at the price of an increased computational complexity.

Place, publisher, year, edition, pages
2011.
National Category
Signal Processing
Identifiers
URN: urn:nbn:se:kth:diva-46336DOI: 10.1109/DCOSS.2011.5982155ISI: 000299427700019Scopus ID: 2-s2.0-80052469881ISBN: 978-145770513-7 (print)OAI: oai:DiVA.org:kth-46336DiVA: diva2:453674
Conference
7th IEEE International Conference on Distributed Computing in Sensor Systems, DCOSS'11. Barcelona. 27 June 2011 through 29 June 2011
Funder
TrenOp, Transport Research Environment with Novel PerspectivesICT - The Next Generation
Note
QC 20111107Available from: 2011-11-03 Created: 2011-11-03 Last updated: 2012-04-03Bibliographically approved

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Fischione, Carlo

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CiteExportLink to record
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Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf