Title :
Recent advances in multidimensional sensor array signal processing
Author :
Roy, R. ; Goldburg, M. ; Ottersten, B. ; Swindlehurst, L. ; Viberg, M. ; Kailath, T.
Author_Institution :
Inf. Syst. Lab., Stanford Univ., CA, USA
Abstract :
Summary form only given, ESPRIT is a patented technique for high-resolution estimation of signal parameters that exploits an invariance structure designed into the sensor array to achieve a reduction in computational requirements of many orders of magnitude over previous techniques such as MUSIC, Burg´s MEM, and Capon´s ML, with virtually no loss in performance as measured by parameter estimate variance. Whereas ESPRIT only requires that the sensor array possess a single invariance best visualized by considering tow identical but otherwise arbitrary arrays of sensors displaced (but not rotated) with respect to each other, many arrays currently in use in various applications are uniform arrays of identical sensor elements with displacements in more than one dimension. The uniformly sampled phased-array radar is a typical example, and such systems are commonplace in high-resolution direction finding systems. Such arrays possess many invariances in potentially more than one dimension. Recent developments in extending the concepts behind ESPRIT to multiple invariances and multidimensional parameter spaces were examined
Keywords :
antenna phased arrays; radar antennas; radio direction-finding; signal processing; ESPRIT; high-resolution direction finding systems; high-resolution estimation; multidimensional parameter spaces; multidimensional sensor array; parameter estimate variance; phased-array radar; signal parameters; signal processing; uniformly sampled radar; Array signal processing; High performance computing; Loss measurement; Maximum likelihood estimation; Multidimensional signal processing; Multiple signal classification; Parameter estimation; Performance loss; Sensor arrays; Signal design;
Conference_Titel :
Multidimensional Signal Processing Workshop, 1989., Sixth
Conference_Location :
Pacific Grove, CA
DOI :
10.1109/MDSP.1989.97081