Title :
Reduced wavelet packet and its application to beamspace ESPRIT algorithm in correlated signals
Author :
Xue, Yanbo ; Wang, Jinkuan ; Liu, Zhigang
Author_Institution :
Sch. of Inf. Sci. & Eng., Northeastern Univ., Shenyang, China
Abstract :
Subbanding method is one of the most successful applications of wavelet theory in direction-of-arrival (DOA) estimation problem. This paper illustrates the use of reduced wavelet packet filters for ESPRIT method, namely RWP-ESPRIT. Though we use the modified wavelet packet filters, the rotational invariance of the filtered data matrix holds. The proposed approach filters the signals into different subbands and then applies standard ESPRIT to the subband signals. Mapping method from the subband to the fullband is also formulated. Experimental results show that in sense of root mean square error (RMSE) reduction and output gain enhancement, RWP-ESPRIT outperforms ESPRIT in scenarios of highly correlated signals and/or low signal-to-noise ratio (SNR).
Keywords :
correlation methods; direction-of-arrival estimation; filters; mean square error methods; wavelet transforms; DOA estimation; ESPRIT algorithm; ESPRIT method; RMSE; RWP-ESPRIT; SNR; correlated signals; direction-of-arrival estimation; filtered data matrix; mapping method; modified wavelet packet filters; output gain enhancement; reduced wavelet packet filters; root mean square error; signal-to-noise ratio; subband signals; subbanding method; wavelet theory; Decorrelation; Delay estimation; Direction of arrival estimation; Filters; Frequency estimation; Multiple signal classification; Root mean square; Sensor arrays; Signal processing; Wavelet packets;
Conference_Titel :
Microwave Conference Proceedings, 2005. APMC 2005. Asia-Pacific Conference Proceedings
Print_ISBN :
0-7803-9433-X
DOI :
10.1109/APMC.2005.1606983