DocumentCode :
46947
Title :
Room Reverberation Reconstruction: Interpolation of the Early Part Using Compressed Sensing
Author :
Mignot, Remi ; Daudet, Laurent ; Ollivier, Francois
Author_Institution :
Inst. Langevin, Paris Diderot Univ., Paris, France
Volume :
21
Issue :
11
fYear :
2013
fDate :
Nov. 2013
Firstpage :
2301
Lastpage :
2312
Abstract :
This paper deals with the interpolation of the Room Impulse Responses (RIRs) within a whole volume, from as few measurements as possible, and without the knowledge of the geometry of the room. We focus on the early reflections of the RIRs, that have the key property of being sparse in the time domain: this can be exploited in a framework of model-based Compressed Sensing. Starting from a set of RIRs randomly sampled in the spatial domain of interest by a 3D microphone array, we propose a modified Matching Pursuit algorithm to estimate the position of a small set of virtual sources. Then, the reconstruction of the RIRs at interpolated positions is performed using a projection onto a basis of monopoles, which correspond to the estimated virtual sources. An extension of the proposed algorithm allows the interpolation of the positions of both source and receiver, using the acquisition of four different source positions. This approach is validated both by numerical examples, and by experimental measurements using a 3D array with up to 120 microphones.
Keywords :
acoustic signal processing; compressed sensing; frequency-domain analysis; interpolation; iterative methods; microphone arrays; transient response; 3D microphone array; RIR interpolation; compressed sensing; estimated virtual sources; model-based compressed sensing; modified matching pursuit algorithm; position estimation; position interpolation; room geometry; room impulse response interpolation; room reverberation reconstruction; source positions; spatial domain; time domain; Compressed sensing; Dictionaries; Image reconstruction; Interpolation; Matching pursuit algorithms; Microphones; Vectors; Compressed sensing; interpolation; microphone arrays; room impulse responses; source localization;
fLanguage :
English
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1558-7916
Type :
jour
DOI :
10.1109/TASL.2013.2273662
Filename :
6562745
Link To Document :
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