Title :
Joint direction-of-arrival and array shape tracking for multiple moving targets
Author :
Goldberg, Jason ; Perez-Neira, Ana ; Lagunas, Miguel Angel
Author_Institution :
Dept. of Electr. Eng. Syst., Tel Aviv Univ., Israel
Abstract :
An algorithm for the joint tracking of source DOAs and sensor positions is presented to address the problem of DOA tracking in the presence sensor motion. Initial maximum likelihood estimates of source DOAs and sensor positions are refined by Kalman filtering. Spatio-temporally correlated array movement is considered. Source angle dynamics are used to achieve correct data association. The new technique is capable of performing well for the difficult cases of sources that cross in angle, fully coherent sources, as well as sources of identical or vastly different (possibly time-varying) power. Computer simulations show that the approach is robust in the presence of array motion modeling uncertainty and effectively reduces dependence on expensive and possibly unreliable hardware
Keywords :
Kalman filters; array signal processing; correlation methods; direction-of-arrival estimation; filtering theory; maximum likelihood estimation; sonar arrays; sonar signal processing; sonar tracking; DOA tracking; Kalman filtering; array motion modeling uncertainty; array shape tracking; coherent sources; computer simulations; data association; direction of arrival; identical power sources; joint tracking algorithm; maximum likelihood estimates; multiple moving targets; passive towed arrays; sensor motion; sensor positions; sonar; source DOA; source angle dynamics; spatiotemporally correlated array movement; time-varying power sources; Computer simulation; Direction of arrival estimation; Filtering; Hardware; Kalman filters; Maximum likelihood estimation; Robustness; Shape; Tracking; Uncertainty;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
Conference_Location :
Munich
Print_ISBN :
0-8186-7919-0
DOI :
10.1109/ICASSP.1997.599687