TY - GEN
T1 - Diffuse field estimation with asynchronous sensor networks
AU - Narayanan, Sriram
AU - Jones, Douglas L.
PY - 2007
Y1 - 2007
N2 - Sensor networks provide a convenient way of estimating diffuse fields, but deployment issues and inaccurate clock synchronization may introduce randomness in their behavior. Recently, asynchronous sensor networks (ASN) comprising uncoordinated and randomly placed nodes, have been shown to sustain quasi-stable communication. In order to conserve energy, it is desirable to reduce the number of samples to a minimum. The theory of compressive sensing offers methods of recovering sparse signals from a small set of random measurements. We show that the random space-time sampling in an ASN provides the additional advantage of satisfying the properties required for compressive sensing.
AB - Sensor networks provide a convenient way of estimating diffuse fields, but deployment issues and inaccurate clock synchronization may introduce randomness in their behavior. Recently, asynchronous sensor networks (ASN) comprising uncoordinated and randomly placed nodes, have been shown to sustain quasi-stable communication. In order to conserve energy, it is desirable to reduce the number of samples to a minimum. The theory of compressive sensing offers methods of recovering sparse signals from a small set of random measurements. We show that the random space-time sampling in an ASN provides the additional advantage of satisfying the properties required for compressive sensing.
UR - http://www.scopus.com/inward/record.url?scp=50249141886&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=50249141886&partnerID=8YFLogxK
U2 - 10.1109/ACSSC.2007.4487237
DO - 10.1109/ACSSC.2007.4487237
M3 - Conference contribution
AN - SCOPUS:50249141886
SN - 9781424421107
T3 - Conference Record - Asilomar Conference on Signals, Systems and Computers
SP - 391
EP - 395
BT - Conference Record of the 41st Asilomar Conference on Signals, Systems and Computers, ACSSC
T2 - 41st Asilomar Conference on Signals, Systems and Computers, ACSSC
Y2 - 4 November 2007 through 7 November 2007
ER -