TY - GEN
T1 - Charrelation-assisted covariance fitting
AU - Yeredor, Arie
AU - Slapak, Alon
PY - 2012
Y1 - 2012
N2 - Covariance fitting is a commonly used approach in array processing for estimating the power of signals impinging on a sensors array, and/or for refining estimates of the array's steering vectors. In this work we consider the possibility to further refine these estimates using a recently proposed generic statistic-called the Charrelation matrix, similar in form and in structure to the covariance matrix, but generally carrying information beyond second-order. The charrelation matrix and the statistics of its sample-estimate depend on the selection of a parameters-vector called 'processing-point'. As we show in here, the use of charrelation matrices taken at one or more processing-points as a substitute to the covariance (which is the charrelation matrix taken at an all-zeros processing-point), can yield significant improvement in the resulting estimates of the steering-vectors.
AB - Covariance fitting is a commonly used approach in array processing for estimating the power of signals impinging on a sensors array, and/or for refining estimates of the array's steering vectors. In this work we consider the possibility to further refine these estimates using a recently proposed generic statistic-called the Charrelation matrix, similar in form and in structure to the covariance matrix, but generally carrying information beyond second-order. The charrelation matrix and the statistics of its sample-estimate depend on the selection of a parameters-vector called 'processing-point'. As we show in here, the use of charrelation matrices taken at one or more processing-points as a substitute to the covariance (which is the charrelation matrix taken at an all-zeros processing-point), can yield significant improvement in the resulting estimates of the steering-vectors.
UR - http://www.scopus.com/inward/record.url?scp=84871957328&partnerID=8YFLogxK
U2 - 10.1109/EEEI.2012.6376997
DO - 10.1109/EEEI.2012.6376997
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AN - SCOPUS:84871957328
SN - 9781467346801
T3 - 2012 IEEE 27th Convention of Electrical and Electronics Engineers in Israel, IEEEI 2012
BT - 2012 IEEE 27th Convention of Electrical and Electronics Engineers in Israel, IEEEI 2012
T2 - 2012 IEEE 27th Convention of Electrical and Electronics Engineers in Israel, IEEEI 2012
Y2 - 14 November 2012 through 17 November 2012
ER -