Title :
Performance study of vertical acoustic vector sensor array based 3-D position tracking in a shallow ocean environment
Author :
Zhong, Xionghu ; Madadi, Zahra ; Premkumar, A. Benjamin
Author_Institution :
Centre for Multimedia & Network Technol., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
This paper considers the problem of tracking an acoustic sources in three dimensional (3-D) space by using a vertical acoustic vector sensor (AVS) array in a shallow ocean environment. The innovations of this work are double fold: 1) a particle filtering (PF) approach is developed to track the position of an acoustic source; and 2) based on the source motion and wave propagation models, the posterior Cramér-Rao bound (PCRB) is derived to provide a lower performance bound of 3-D position tracking in shallow ocean. The PF approach uses a number of samples to approximate the posterior distribution of interested parameters, by which a complex 3-D search can be avoided for 3-D position estimation. Also, due to incorporating both the source dynamic and measurement information, the tracking approach is able to provide a lower performance bound than the traditional localization approach. The tracking performance is further demonstrated by numerical experiments.
Keywords :
acoustic signal processing; acoustic transducer arrays; acoustic wave propagation; oceanographic equipment; oceanographic techniques; particle filtering (numerical methods); 3D position estimation; 3D position tracking approach; AVS array; PCRB; PF approach; acoustic sources; complex 3D search; localization approach; lower performance bound; particle filtering approach; posterior Cramér-Rao bound; posterior distribution; shallow ocean environment; source motion model; three dimensional space; vertical acoustic vector sensor array; wave propagation models; Acoustics; Arrays; Atmospheric measurements; Estimation; Oceans; Sea measurements; Vectors;
Conference_Titel :
Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4673-0381-1
Electronic_ISBN :
978-1-4673-0380-4
DOI :
10.1109/ISSPA.2012.6310469