DocumentCode :
682393
Title :
The DOA of wideband signals estimation by using ESPRIT based on K-means
Author :
Ge Shibin ; Sun Changyu
Author_Institution :
Inst. of Acoust., Beijing, China
fYear :
2013
fDate :
23-24 Dec. 2013
Firstpage :
856
Lastpage :
859
Abstract :
The ESPRIT (Estimation of Signal Parameters via Rotational Invariance Techniques) is proposed for estimating the DOA (Direction-Of-Arrival) of narrowband signal, which uses the rotation invariance of the received data´s signal subspace to estimate the DOA. But the ESPRIT algorithm can´t be directly used for the wideband signal. The ESPRIT algorithm based on K-means introduces K-means algorithm to the wideband signal processing, which makes the ESPRIT algorithm can be directly used for estimating the wideband signal DOA. This method takes advantage of sub-band decomposition technique in wideband signal, then estimates DOA in each band by using the ESPRIT method, and finally uses the K-means method to get the DOA of broadband signal by clustering the results of each band. The ESPRIT algorithm based on K-means not only has a small measure error and a small amount of computing but also could estimate the DOA without knowing the signal´s prior knowledge. Theoretical analysis and simulation show that the procedural validity of the algorithm.
Keywords :
direction-of-arrival estimation; signal processing; DOA estimation; ESPRIT algorithm; K-means algorithm; direction-of-arrival estimation; estimation of signal parameters via rotational invariance techniques; sub-band decomposition technique; wideband signal estimation; Arrays; Clustering algorithms; Direction-of-arrival estimation; Estimation; Measurement uncertainty; Signal processing algorithms; Wideband; DOA Estimation; ESPRIT; K-means; Sub-band Decomposition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Instrumentation and Measurement, Sensor Network and Automation (IMSNA), 2013 2nd International Symposium on
Conference_Location :
Toronto, ON
Type :
conf
DOI :
10.1109/IMSNA.2013.6743412
Filename :
6743412
Link To Document :
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