Title :
L1 regularized room modeling with compact microphone arrays
Author :
Ba, Demba ; Ribeiro, Flávio ; Zhang, Cha ; Florêncio, Dinei
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Massachusetts Inst. of Technol., Cambridge, MA, USA
Abstract :
Acoustic room modeling has several applications. Recent results using large microphone arrays show good performance, and are helpful in many applications. For example, when designing a better acoustic treatment for a concert hall, these large arrays can be used to help map the acoustic environment and aid in the design. However, in real-time applications - including de-reverberation, sound source localization, speech enhancement and 3D audio - it is desirable to model the room with existing small arrays and existing loudspeakers. In this paper we propose a novel room modeling algorithm, which uses a constrained room model and ℓ1-regularized least-squares to achieve good estimation of room geometry. We present experimental results on both real and synthetic data.
Keywords :
architectural acoustics; loudspeakers; microphone arrays; speech enhancement; 3D audio; acoustic environment; acoustic room modeling; compact microphone arrays; concert hall; loudspeakers; novel room modeling algorithm; speech enhancement; Acoustic arrays; Acoustic propagation; Acoustic reflection; Application software; Data mining; Floors; Loudspeakers; Microphone arrays; Optical reflection; Ultrasonic imaging; Shoebox room modeling; circular microphone array; l1-constrained least squares; wall discrimination;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5496093