TY - GEN
T1 - Parsimonious sound field synthesis using compressive sampling
AU - Lilis, Georgios N.
AU - Angelosante, Daniele
AU - Giannakis, Georgios B.
PY - 2009
Y1 - 2009
N2 - Reproducing a sampled sound field over a two-dimensional area using an array of loudspeakers is a problem with well-appreciated applications to acoustics and ultrasound treatement. Loudspeaker signal design has traditionally relied on a (possibly regularized) least-squares criterion. The fresh look advocated here, permeates benefits from advances in variable selection and compressive sampling by casting the sound field synthesis as a sparse linear regression problem that is solved by the least absolute shrinkage and selection operator (Lasso). Analysis and simulations demonstrate that the novel approach exhibits superb performance even for under-sampled sound fields, where least-squares methods yield inconsistent field reproduction. In addition, Lasso-based synthesis enables judicious placement of parsimonious loudspeaker arrays.
AB - Reproducing a sampled sound field over a two-dimensional area using an array of loudspeakers is a problem with well-appreciated applications to acoustics and ultrasound treatement. Loudspeaker signal design has traditionally relied on a (possibly regularized) least-squares criterion. The fresh look advocated here, permeates benefits from advances in variable selection and compressive sampling by casting the sound field synthesis as a sparse linear regression problem that is solved by the least absolute shrinkage and selection operator (Lasso). Analysis and simulations demonstrate that the novel approach exhibits superb performance even for under-sampled sound fields, where least-squares methods yield inconsistent field reproduction. In addition, Lasso-based synthesis enables judicious placement of parsimonious loudspeaker arrays.
KW - Compressive sampling
KW - Lasso
KW - Least-squares
KW - Sparse regression
KW - Wave field synthesis
UR - http://www.scopus.com/inward/record.url?scp=77950181758&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=77950181758&partnerID=8YFLogxK
U2 - 10.1109/ASPAA.2009.5346520
DO - 10.1109/ASPAA.2009.5346520
M3 - Conference contribution
AN - SCOPUS:77950181758
SN - 9781424436798
T3 - IEEE Workshop on Applications of Signal Processing to Audio and Acoustics
SP - 253
EP - 256
BT - 2009 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2009
T2 - 2009 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2009
Y2 - 18 October 2009 through 21 October 2009
ER -