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MAC Delay in Belief Consensus for Distributed Tracking
Chalmers University of Technology, Sweden.
Chalmers University of Technology, Sweden.
HiQ Consulting, Gothenburg, Sweden.
Linköping University, Department of Electrical Engineering, Communication Systems. Linköping University, The Institute of Technology.
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2013 (English)In: IEEE Proc. of 10th Workshop on Positioning, Navigation and Communication (WPNC), IEEE , 2013, 1-6 p.Conference paper (Refereed)
Abstract [en]

In target tracking applications where many sensors must have a common view of the target’s state, distributed particle filtering with belief consensus is an attractive solution. It allows for a fully distributed, scalable solution, guarantees exact consensus in connected networks, and convergences fast for network with high connectivity. However, for medium access control, high connectivity is detrimental, possibly leading to a different convergence/performance trade-off. We study the delay/performance trade-off of distributed particle filtering with belief consensus in the presence of time division medium access control. We found that for small networks, (i) the impact of max-consensus should be accounted for; (ii) a simple schedule combined with a large communication range gives the best delay/performance trade-off.

Place, publisher, year, edition, pages
IEEE , 2013. 1-6 p.
Keyword [en]
medium access control, consensus, distributed target tracking, particle filtering
National Category
Communication Systems Signal Processing
URN: urn:nbn:se:liu:diva-88547DOI: 10.1109/WPNC.2013.6533255ISBN: 978-1-4673-6031-9OAI: diva2:604741
10th Workshop on Positioning, Navigation and Communication (WPNC 2013), 20-21 March 2013, Dresden, Germany
Swedish Foundation for Strategic Research eLLIIT - The Linköping‐Lund Initiative on IT and Mobile Communications
Available from: 2013-04-04 Created: 2013-02-12 Last updated: 2014-12-05Bibliographically approved

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Savic, Vladimir
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Communication SystemsThe Institute of Technology
Communication SystemsSignal Processing

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