Abstract
This paper presents a robust method for two-dimensional (2D) impulsive acoustic source localization in a room environment using low sampling rates. The proposed method finds the time delay from the room impulse response (RIR) which makes it robust against room reverberations. We consider the RIR as a sparse phenomenon and apply a recently proposed sparse signal reconstruction technique called orthogonal clustering (OC) for its estimation from the sub-sampled received signal. The arrival time of the direct path signal at a pair of microphones is identified from the estimated RIR, and their difference yields the desired time delay estimate (TDE). Low sampling rates reduces the hardware and computational complexity and decreases the communication between the microphones and the centralized location. Simulation and experimental results of an actual hardware setup are presented to demonstrate the performance of the proposed technique.
Highlights
Time delay estimation (TDE)-based localization methods are suitable for wideband source signals, and many algorithms [1,2,3,4,5] have been proposed for TDE-based localization
5 Proposed TDE method based on orthogonal clustering (OC) In the previous section, we presented the details of the OC method that combines a priori statistical information, sparsity, and structure of the sensing matrix to develop a fast and low-complexity sparse room impulse response (RIR) reconstruction algorithm
6 Results and discussion the performance of the OC-based TDE method is analyzed through simulations and experiments
Summary
Time delay estimation (TDE)-based localization methods are suitable for wideband source signals, and many algorithms [1,2,3,4,5] have been proposed for TDE-based localization. Such systems can be divided into two categories. Several DOA estimates from spatially separated microphone arrays are used to find the source location Another TDE-based method called the time difference of arrival (TDOA), assumes the presence of the sound source in the near field of the microphones [7,8,9,10].
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