Title | ||
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Robust adaptive beamforming method using principal eigenpairs with modification of PASTd |
Abstract | ||
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Adaptive arrays suffer from performance degradation in the presence of steering vector errors. The doubly constrained robust Capon beamformer (DCRCB) can deal with the problem, utilizing all the eigenvalues and eigenvectors of the covariance matrix, which leads to high computational complexity. This paper presents a robust beamforming method which is computationally efficient, exploiting principal eigenpairs only. The eigenpairs can be estimated based on the projection approximation subspace tracking with deflation (PASTd). The original PASTd algorithm, which does not provide orthonormal eigenvectors in general, is modified so that the orthonormalization of eigenvectors can be efficiently made using the structure of the modified algorithm. The proposed beamforming method significantly reduces the computational load, particularly when the number of the directional signals is much less than that of sensor elements, and substantially has the same performance as the conventional one utilizing all the eigenpairs. |
Year | DOI | Venue |
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2013 | 10.1016/j.dsp.2012.08.014 | Digital Signal Processing |
Keywords | DocType | Volume |
computational load,robust beamforming method,proposed beamforming method,robust capon beamformer,modified algorithm,performance degradation,original pastd algorithm,principal eigenpairs,high computational complexity,orthonormal eigenvectors,robust adaptive | Journal | 23 |
Issue | ISSN | Citations |
2 | 1051-2004 | 7 |
PageRank | References | Authors |
0.59 | 8 | 1 |
Name | Order | Citations | PageRank |
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Yang-Ho Choi | 1 | 33 | 6.66 |