Title :
A Real-Time SRP-PHAT Source Location Implementation using Stochastic Region Contraction(SRC) on a Large-Aperture Microphone Array
Author :
Do, Hoang ; Silverman, Harvey F. ; Yu, Ying
Author_Institution :
Div. of Eng., Brown Univ., RI
Abstract :
In most microphone array applications, it is essential to localize sources in a noisy, reverberant environment. It has been shown that computing the steered response power (SRP) is more robust than faster, two-stage, direct time-difference of arrival methods. The problem with computing SRP is that the SRP space has many local maxima and thus computationally-intensive grid-search methods are used to find a global maximum. Grid search is too expensive for a real-time system. Several papers have addressed this issue. In this paper we propose using stochastic region contraction (SRC) to make computing the SRP practical. We discuss one important SRP method, computing it from the phase transform (SRP-PHAT), review SRC, and show the computational saving. Using real data from human talkers, we show that SRC saves computation by more than two orders of magnitude with almost no loss in accuracy.
Keywords :
acoustic signal processing; microphone arrays; stochastic processes; time-of-arrival estimation; computationally-intensive grid-search methods; direct time-difference of arrival methods; large-aperture microphone array applications; phase transform; real-time SRP-PHAT source location implementation; reverberant environment; steered response power; stochastic region contraction; Acoustic noise; Grid computing; Microphone arrays; Position measurement; Power engineering and energy; Power engineering computing; Real time systems; Robustness; Stochastic processes; System testing; Optimization methods; acoustic position measurement; arrays; microphones;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2007.366631