JOURNAL ARTICLE

Joint Azimuth and Elevation Direction Finding Using Cumulant

Junli Liang

Year: 2009 Journal:   IEEE Sensors Journal Vol: 9 (4)Pages: 390-398   Publisher: IEEE Sensors Council

Abstract

Two-dimensional (2-D) directions-of-arrival (DOA) estimation is a key problem in array signal processing fields. To save hardware costs and avoid multidimensional search, Liu proposed an ESPRIT-like algorithm using cumulant. However, this algorithm still have non neglible drawbacks: (1) suffering losses of the array aperture and resultant fewer sources to be processed from an array of given sensor number; (2) having an estimation failure problem when elevation angles are between 70 deg and 90 deg in typical mobile communication; and (3) requiring pairing parameters. To overcome these problems, this paper develops a new cumulant-based algorithm. The main contributions of this paper are three-fold: (1) designing a special volume array to avoid the estimation failure problem; (2) constructing three cumulant matrices using the fourth-order cumulants of some properly chosen array outputs to increase the array aperture; and (3) forming a parallel factor (PARAFAC) model of cumulant matrices in the cumulant domain to avoid pairing parameters. Simulation results are presented to validate the performance of the proposed method.

Keywords:
Cumulant Azimuth Pairing Algorithm Computer science Sensor array Aperture (computer memory) Signal processing Mathematics Statistics Telecommunications Physics Acoustics Geometry Machine learning

Metrics

49
Cited By
4.17
FWCI (Field Weighted Citation Impact)
25
Refs
0.95
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Direction-of-Arrival Estimation Techniques
Physical Sciences →  Computer Science →  Signal Processing
Speech and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics

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