Title :
Large region acoustic source mapping using movable arrays
Author :
Shengkui Zhao ; Thi Ngoc Tho Nguyen ; Jones, Douglas L.
Author_Institution :
Adv. Digital Sci. Center (ADSC) Illinois at Singapore, Singapore, Singapore
Abstract :
Mapping environmental noise with high resolution on a large scale (such as a city) is prohibitively expensive with current approaches, which use a large, dense array spanning the entire region of interest, or sequential noise measurements at thousands of locations on a dense grid. We propose instead a new acoustic measurement scheme using a small movable array (for example, mounted on a vehicle driving along the streets of a city) to rapidly acquire measurements at many different locations. A multiple-point sparse constrained deconvolution approach for the mapping of acoustic sources (MPSC-DAMAS) and a multiple-point covariance matrix fitting (MP-CMF) approach are developed to accurately estimate the locations and powers of stationary noise sources across the region of interest. Computer simulations of large region acoustic mapping demonstrate that superior resolution and much lower power estimation errors are achieved by the proposed approaches compared to the state-of-the-art SC-DAMAS approach and CMF approach.
Keywords :
acoustic arrays; acoustic noise; acoustic signal processing; array signal processing; covariance matrices; curve fitting; deconvolution; microphone arrays; MP-CMF; MPSC-DAMAS; acoustic source mapping; environmental noise mapping; movable array; multiple point covariance matrix fitting; multiple point sparse constrained deconvolution approach; power estimation errors; region acoustic mapping; region of interest; stationary noise sources location estimation; Acoustic arrays; Acoustic measurements; Acoustics; Covariance matrices; Microphone arrays; Noise; acoustic source mapping; microphone arrays; source localization;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
DOI :
10.1109/ICASSP.2015.7178439