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Hybrid Cooperative Positioning based on Distributed Belief Propagation

Caceres, M.A. (author)
Politecnico di Torino,Polytechnic University of Turin
Penna, Federico (author)
Politecnico di Torino,Polytechnic University of Turin
Wymeersch, Henk, 1976 (author)
Chalmers tekniska högskola,Chalmers University of Technology
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Garello, Roberto (author)
Politecnico di Torino,Polytechnic University of Turin
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 (creator_code:org_t)
2011
2011
English.
In: IEEE Journal on Selected Areas in Communications. - 0733-8716 .- 1558-0008. ; 29:10, s. 1948-1958
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • We propose a novel cooperative positioning algorithm that fuses information from satellites and terrestrial wireless systems, suitable for GPS-challenged scenarios. The algorithm is fully distributed over an unstructured network, does not require a fusion center, does not rely on fixed terrestrial infrastructure, and is thus suitable for ad-hoc deployment. The proposed message passing algorithm, named hybrid sum-product algorithm over a wireless network (H-SPAWN), is described and analyzed. A novel parametric message representation is introduced, to reduce computational and communication overhead. Through simulation, we show that H-SPAWN improves positioning availability and accuracy, and outperforms hybrid positioning algorithms based on conventional estimation techniques.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Telekommunikation (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Telecommunications (hsv//eng)

Keyword

GNSS
belief propagation
localization
distributed signal processing
cooperative positioning

Publication and Content Type

art (subject category)
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Penna, Federico
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