DocumentCode
239752
Title
Principal angles approach to time-domain filter design for target cancelation
Author
Harris, J. ; Rivet, Bertrand ; Naqvi, Syed Mohsen ; Chambers, Jonathon A. ; Jutten, Christian
Author_Institution
GIPSA-Lab., Univ. de Grenoble, Grenoble, France
fYear
2014
fDate
20-23 Aug. 2014
Firstpage
184
Lastpage
189
Abstract
We consider the design of a pair of time-domain filters to achieve target signal cancelation in a multi-source environment. The problem is formulated as a minimization of a sum squared error cost function with respect to the pair of finite impulse response cancelation filters. Direct minimization is achieved through an alternating gradient descent based method, whereas a novel method based on the method of principal angles is proposed which exploits the singular value decomposition. Simulation studies show that the gradient descent method suffers from slow convergence but this is overcome by the method based on principal angles which also achieves a lower cost than the gradient descent approach. The cancelation filters are then combined with an adaptive filtering scheme to address a video-informed audio source separation problem and preliminary results suggest good performance in terms of objective measures.
Keywords
FIR filters; adaptive filters; array signal processing; audio signal processing; gradient methods; singular value decomposition; source separation; video signal processing; adaptive filtering scheme; alternating gradient descent based method; finite impulse response cancellation filters; multisource environment; principal angles approach; singular value decomposition; sum squared error cost function; target signal cancellation; time-domain filter design; video-informed audio source separation problem; Arrays; Cost function; Digital signal processing; Sensors; Speech; Time-domain analysis; Vectors; beamforming; cancelation filter estimation; method of principal angles; speech source separation;
fLanguage
English
Publisher
ieee
Conference_Titel
Digital Signal Processing (DSP), 2014 19th International Conference on
Conference_Location
Hong Kong
Type
conf
DOI
10.1109/ICDSP.2014.6900825
Filename
6900825
Link To Document