DocumentCode
2038000
Title
A method of dynamic DOA estimation with an unknown number of sources
Author
Rongjie Wang ; Yiju Zhan
Author_Institution
Marine Eng. Inst., Jimei Univ., Xiamen, China
fYear
2015
fDate
2-5 Aug. 2015
Firstpage
104
Lastpage
109
Abstract
Aiming to source number determination and DOA estimation under the case of time-varying source number, we propose a method of DOA estimation with an unknown number of sources. Firstly, we introduced an algorithm based on cross-validation technique to determine the number of sources. Then dynamic DOAs of source are estimated using an algorithm based on blind source separation under the case that number of sources are unknown in advanced and it is time-varying. The effectiveness of the proposed method was validated by simulation of time-invariant and time-varying numbers of source, and the simulation results show the proposed method has superior evaluation performance to other conventional methods.
Keywords
blind source separation; direction-of-arrival estimation; principal component analysis; blind source separation; cross-validation technique; dynamic DOA estimation; source number determination; time-varying source number; Arrays; Blind source separation; Direction-of-arrival estimation; Heuristic algorithms; Maximum likelihood estimation; Sensors; Blind source separation; Cross validation; Direction of arrival; Number of sources; Principal component analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Mechatronics and Automation (ICMA), 2015 IEEE International Conference on
Conference_Location
Beijing
Print_ISBN
978-1-4799-7097-1
Type
conf
DOI
10.1109/ICMA.2015.7237465
Filename
7237465
Link To Document