Title :
A compact sensor array for blind separation of sources
Author :
Barrére, Jean ; Chabriel, Gilles
Author_Institution :
Toulon Univ. et du Var, La Valette Du Var, France
fDate :
5/1/2002 12:00:00 AM
Abstract :
Discusses the separation of N source signals recorded simultaneously by M (M⩾N) receivers. To solve this cocktail party problem, the authors propose to collect a set of microphones making up an array with a few centimeters in diameter. On each sensor, signals are received with different time delays. The linear memoryless conventional model for source separation is then not suitable. However, when time delays are small in comparison to the coherence time of each source, the authors show that this problem can be simplified building up a particular set of instantaneous mixtures involving derivatives of sources with respect to time. Sources can then be extracted using an adapted second-order method. When more microphones than sources are available, it is shown how to deal with noisy mixtures. The validity of the proposed approach is confirmed by computer simulations. Finally, the method is applied to an experiment where two-source signals are extracted from their mixtures observed with two omnidirectional microphones in a normal room
Keywords :
acoustic signal detection; acoustic transducer arrays; array signal processing; delays; microphones; adapted second-order method; blind source separation; cocktail party problem; coherence time; compact sensor array; instantaneous mixtures; microphones; time delays; two-source signals; Acoustic noise; Coherence; Computer simulation; Delay effects; Microphone arrays; Reactive power; Sensor arrays; Sensor phenomena and characterization; Source separation; Statistics;
Journal_Title :
Circuits and Systems I: Fundamental Theory and Applications, IEEE Transactions on
DOI :
10.1109/TCSI.2002.1001946