Source localization in reverberant rooms using sparse modeling and narrowband measurements
نویسندگان
چکیده
We study two cases of acoustic source localization in a reverberant room, from a number of point-wise narrowband measurements. In the first case, the room is perfectly known. We show that using a sparse recovery algorithm with a dictionary of sources computed a priori requires measurements at multiple frequencies. Furthermore, we study the choice of frequencies for these measurements, and show that one should avoid the modal frequencies of the room. In the second case, when the shape and the boundary conditions of the room are unknown, we propose a model of the acoustical field based on the Vekua theory, still allowing the localization of sources, at the cost of an increased number of measurements. Numerical results are given, using simple adaptations of standard sparse recovery methods.
منابع مشابه
Frequency map selection using a RBFN-based classifier in the MVDR beamformer for speaker localization in reverberant rooms
We present the weighted minimum variance distortionless response (WMVDR), which is a steered response power (SRP) algorithm, for near-field speaker localization in a reverberant environment. The proposed WMVDR is based on a machine learning approach for computing the incoherent frequency fusion of narrowband power maps. We adopt a radial basis function network (RBFN) classifier for the estimati...
متن کاملA maximum a posteriori sound source localization in reverberant and noisy conditions
In this paper, a maximum a posteriori sound source localization (MAP-SSL) algorithm is proposed for reverberant and noisy conditions. It is derived by incorporating a sparse prior on the source location into the existing maximum likelihood sound source localization (ML-SSL) framework. The criterion in deriving the proposed MAP-SSL algorithm is similar to the criterion used in deriving the exist...
متن کاملجهت یابی چند گوینده با استفاده از روش WCSSDOA
In this paper we propose the spatial sparsity based WCSSDOA method for multi speakers' Direction of arrival estimation. In the proposed method the sparse modeling is done based on the sensor signals' correlation matrix, which leads to low computational complexity. In this method the SVD decomposition of the noise covariance matrix is proposed to reach the free noise sparse model, which leads to...
متن کاملInvestigation of acoustically coupled enclosures using a diffusion-equation model.
Recent application of coupled-room systems in performing arts spaces has prompted active research on sound fields in these complex geometries. This paper applies a diffusion-equation model to the study of acoustics in coupled-rooms. Acoustical measurements are conducted on a scale-model of two coupled-rooms. Using the diffusion model and the experimental results the current work conducts in-dep...
متن کاملSource Localization in Reverberant Environments: Part I -modeling
Source localization using microphone arrays has for some time been an active and challenging research area. The main obstacle in designing robust practical systems is the e ects of room reverberation. This paper, along with a companion, analyzes the in uence of reverberation. In this paper, a new statistical model is developed that explains the e ects of reverberation. The model is based on the...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- CoRR
دوره abs/1307.4894 شماره
صفحات -
تاریخ انتشار 2013