Title :
Performance analysis of ESPRIT-type algorithms for non-circular sources
Author :
Steinwandt, Jens ; Roemer, Florian ; Haardt, Martin
Author_Institution :
Commun. Res. Lab., Ilmenau Univ. of Technol., Ilmenau, Germany
Abstract :
High-resolution parameter estimation algorithms designed to benefit from the presence of non-circular (NC) source signals allow for an increased identifiability and a lower estimation error. In this paper, we present a 1-D first-order performance analysis of the NC standard ESPRIT and NC Unitary ESPRIT estimation schemes for strictly second-order (SO) non-circular sources, where NC Unitary ESPRIT has a lower complexity and a better performance in the low signal-to-noise ratio (SNR) regime. Our derived expressions are asymptotic in the effective SNR and explicit in the noise realizations, i.e., no assumptions about the noise statistics are necessary. As a main result, we show that the asymptotic performance of both NC ESPRIT-type algorithms is identical in the effective SNR and that NC Unitary ESPRIT is even applicable to array geometries without a centro-symmetric structure as required for Unitary ESPRIT.
Keywords :
estimation theory; geometry; parameter estimation; signal resolution; statistical analysis; 1D first-order performance analysis; NC ESPRIT-type algorithms; NC source signals; NC standard ESPRIT; NC unitary ESPRIT estimation schemes; SNR regime; SO noncircular sources; array geometry; asymptotic performance; centro-symmetric structure; estimation error; high-resolution parameter estimation algorithms; noise realizations; noise statistics; noncircular source signals; second-order noncircular sources; signal-to-noise ratio regime; Algorithm design and analysis; Arrays; Covariance matrices; Estimation error; Signal to noise ratio; Standards; DOA estimation; Performance analysis; Unitary ESPRIT; non-circular sources; widely-linear processing;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6638407