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Distributed Compressed Sensing for Sensor Networks with Packet Erasures

LINDBERG, CHRISTOPHER, 1988 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Graell i Amat, Alexandre, 1976 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Wymeersch, Henk, 1976 (author)
Chalmers tekniska högskola,Chalmers University of Technology
 (creator_code:org_t)
ISBN 9781479935116
2014
2014
English.
In: Proceedings - IEEE Global Communications Conference, GLOBECOM. - 2334-0983 .- 2576-6813. - 9781479935116 ; , s. 13-19
  • Conference paper (peer-reviewed)
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  • We study two approaches to distributed compressed sensing for in-network data compression and signal reconstruc- tion at a sink. Communication to the sink is considered to be bandwidth-constrained due to the large number of devices. By using distributed compressed sensing for compression of the data in the network, the communication cost (bandwidth usage) to the sink can be decreased at the expense of delay induced by the local communication. We investigate the relation between cost and delay given a certain reconstruction performance requirement when using basis pursuit denoising for reconstruction. Moreover, we analyze and compare the performance degradation due to erased packets sent to the sink.

Subject headings

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

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