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Multi Target Tracking with Acoustic Power Measurements using Emitted Power Density
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology.
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology.
2010 (English)Report (Other academic)
Abstract [en]

This technical report presents a method to achieve multi target tracking using acoustic power measurements obtained from an acoustic sensor net- work. We rst present a novel concept called emitted power density (EPD) which is an aggregate information state that holds emitted power distribution of all targets in the scene over the target state space. It is possible tond prediction and measurement update formulas for an EPD which is con- ceptually similar to a probability hypothesis density (PHD). We propose a Gaussian process based representation for making the related EPD updates using Kalman lter formulas. These updates constitute a recursive EPD-lter which is based on the discretization of the position component of the target state space. The results are illustrated on a real data scenario where experiments are done with two targets constrained to a road segment.

Place, publisher, year, edition, pages
Linköping: Linköping University Electronic Press, 2010. , 25 p.
Series
LiTH-ISY-R, ISSN 1400-3902 ; 2947
Keyword [en]
Multiple target tracking, Filtering, Estimation, Acoustic sensor, Power, Point mass filter, Gaussian process, Probability hypothesis density
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:liu:diva-97592ISRN: LiTH-ISY-R-2947OAI: oai:DiVA.org:liu-97592DiVA: diva2:649221
Funder
Swedish Research CouncilSwedish Foundation for Strategic Research
Available from: 2013-09-17 Created: 2013-09-17 Last updated: 2014-09-22Bibliographically approved

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Gustafsson, Fredrik

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Automatic ControlThe Institute of Technology
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CiteExportLink to record
Permanent link

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Cite
Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • oxford
  • 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