Unitary root-MUSIC with a real-valued eigendecomposition: A theoretical and experimental performance study

被引:198
作者
Pesavento, M [1 ]
Gershman, AB [1 ]
Haardt, M [1 ]
机构
[1] McMaster Univ, Dept Elect & Comp Engn, Commun Res Lab, Hamilton, ON L8S 4K1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
array processing; direction-of-arrival estimation; unitary root-MUSIC;
D O I
10.1109/78.839978
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A real-valued (unitary) formulation of the popular root-MUSIC direction-of-arrival (DOA) estimation technique is considered. This Unitary root-MUSIC algorithm reduces the computational complexity in the eigenanalysis stage of root-MUSIC because it exploits the eigendecomposition of a real-valued covariance matrix, The asymptotic performance of Unitary root-MUSIC is analyzed and compared with that of conventional root-MUSIC. The results of this comparison show identical asymptotic properties of both algorithms in the case of uncorrelated sources and a better performance of Unitary root-MUSIC in scenarios with partially correlated or fully coherent sources. Additionally, our simulations and the results of sonar and ultrasonic real data processing demonstrate an improved threshold performance of Unitary root-MUSIC relative to conventional root-MUSIC. It can be then recommended that, as a rule, the Unitary root-MUSIC technique should be preferred by the user to the conventional root-MUSIC algorithm.
引用
收藏
页码:1306 / 1314
页数:9
相关论文
共 23 条
[1]  
Barabell A. J., 1983, Proceedings of ICASSP 83. IEEE International Conference on Acoustics, Speech and Signal Processing, P336
[2]   A pseudo-noise approach to direction finding [J].
Gershman, AB ;
Böhme, JF .
SIGNAL PROCESSING, 1998, 71 (01) :1-13
[3]   On unitary and forward-backward MODE [J].
Gershman, AB ;
Stoica, P .
DIGITAL SIGNAL PROCESSING, 1999, 9 (02) :67-75
[4]   Improving the performance of Unitary ESPRIT via pseudo-noise resampling [J].
Gershman, AB ;
Haardt, M .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1999, 47 (08) :2305-2308
[5]   Pseudo-randomly generated estimator banks: A new tool for improving the threshold performance of direction finding [J].
Gershman, AB .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (05) :1351-1364
[6]   UNITARY ESPRIT - HOW TO OBTAIN INCREASED ESTIMATION ACCURACY WITH A REDUCED COMPUTATIONAL BURDEN [J].
HAARDT, M ;
NOSSEK, JA .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (05) :1232-1242
[7]  
HAARDT M, 1997, THESIS TU MUNCHEN MU
[8]   A UNITARY TRANSFORMATION METHOD FOR ANGLE-OF-ARRIVAL ESTIMATION [J].
HUARNG, KC ;
YEH, CC .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (04) :975-977
[9]   PERFORMANCE ANALYSIS OF MUSIC EMPLOYING CONJUGATE SYMMETRICAL BEAMFORMERS [J].
KAUTZ, GM ;
ZOLTOWSKI, MD .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (03) :737-748
[10]   THE STATISTICAL PERFORMANCE OF THE MUSIC AND THE MINIMUM-NORM ALGORITHMS IN RESOLVING PLANE-WAVES IN NOISE [J].
KAVEH, M ;
BARABELL, AJ .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1986, 34 (02) :331-341