Coding and Enhancement in Wireless Acoustic Sensor Networks

Adel Zahedi, Jan Østergaard, Søren Holdt Jensen, Patrick Naylor, Søren Bech

Publikation: Bidrag til bog/antologi/rapport/konference proceedingKonferenceartikel i proceedingForskningpeer review

5 Citationer (Scopus)

Abstract

We formulate a new problem which bridges between source coding and enhancement in wireless acoustic sensor networks. We consider a network of wireless microphones, each of which encoding its own measurement under a covariance matrix distortion constraint and sending it to a fusion center. To process the data at the center, we use a recent spatio-temporal prediction filter. We assume that a weighted sum-rate for the network is specified. The problem is to allocate optimal distortion matrices to the nodes in order to achieve a maximum output SNR at the fusion center after processing the received data, while the weighted sum-rate for the network is no more than the specified value. We formulate this problem as an optimization problem for which we derive a set of equalities imposed on the solution by studying the KKT conditions. In particular, for the special case of scalar sources with two microphones and a sum-rate constraint, we derive the distortion allocation in closed form and will show that if the given sum-rate is higher than a critical value, the stationary points from the KKT conditions lead to distortion allocations which maximize the output SNR of the filter
OriginalsprogEngelsk
TitelData Compression Conference (DCC), 2015
Antal sider10
ForlagIEEE Press
Publikationsdatoapr. 2015
Sider293 - 302
ISBN (Elektronisk)978-1-4799-8430-5
DOI
StatusUdgivet - apr. 2015
Begivenhed2015 Data Compression Conference (DCC) - Snowbird, UT, USA
Varighed: 7 apr. 20159 apr. 2015

Konference

Konference2015 Data Compression Conference (DCC)
Land/OmrådeUSA
BySnowbird, UT
Periode07/04/201509/04/2015
NavnData Compression Conference. Proceedings
ISSN1068-0314

Fingeraftryk

Dyk ned i forskningsemnerne om 'Coding and Enhancement in Wireless Acoustic Sensor Networks'. Sammen danner de et unikt fingeraftryk.

Citationsformater