2008Signal ProcessingRequires access

Robust Adaptive Beamforming Algorithm Based on Variable Diagonal Loading

Yinghua Han

Open publisher page 0 citations

Abstract

The traditional algorithms are known to be very sensitive to slight mismatches between the presumed and actual signal steering vectors.In this paper,a novel approach based on the variable diagonal loading to robust adaptive beamforming is proposed.To improve robustness,the output SINR is minimized to obtain the signal steering vector including additional nonlinear constraints and the parameter in the optimal solution can be solved accurately.To decrease computation complexity,the rocursive weight vector based on the variable diagonal loading is obtained by recursive least squares and Taylor series.The proposed algorithm reduces the influence of the mismatches,decreases computation complexity,develops online implementations,provides an improved robustness against the mismatches and makes the mean output array SINR consistently close to the optimal one.Simulation results are present to demonstrate that the per- formance of robust adaptive beamforming algorithm can outperform than that of the traditional algorithms.

About this research paper

What this paper is about

The traditional algorithms are known to be very sensitive to slight mismatches between the presumed and actual signal steering vectors.In this paper,a novel approach based on the variable diagonal loading to robust adaptive beamforming is proposed.To improve robustness,the output SINR is minimized to obtain the signal steering vector including additional nonlinear constraints and the parameter in the optimal solution can be solved accurately.To decrease computation complexity,the rocursive weight vector based on the variable diagonal loading is obtained by recursive least squares and Taylor series.The proposed algorithm reduces the influence of the mismatches,decreases computation complexity,develops online implementations,provides an improved robustness against the mismatches and makes the mean output array SINR consistently close to the optimal one.Simulation results are present to demonstrate that the per- formance of robust adaptive beamforming algorithm can outperform than that of the traditional algorithms.

Why it matters

A significance statement is not available in the OpenAlex record.

Key contribution

A contribution statement is not available in the OpenAlex record.

Method / approach

Method details are not available in the OpenAlex metadata.

Main findings

Findings are not separately available in the OpenAlex metadata.

Limitations

Limitations are not available in the OpenAlex metadata.

Applications

Application details are not available in the OpenAlex metadata.

Available abstract

The traditional algorithms are known to be very sensitive to slight mismatches between the presumed and actual signal steering vectors.In this paper,a novel approach based on the variable diagonal loading to robust adaptive beamforming is proposed.To improve robustness,the output SINR is minimized to obtain the signal steering vector including additional nonlinear constraints and the parameter in the optimal solution can be solved accurately.To decrease computation complexity,the rocursive weight vector based on the variable diagonal loading is obtained by recursive least squares and Taylor series.The proposed algorithm reduces the influence of the mismatches,decreases computation complexity,develops online implementations,provides an improved robustness against the mismatches and makes the mean output array SINR consistently close to the optimal one.Simulation results are present to demonstrate that the per- formance of robust adaptive beamforming algorithm can outperform than that of the traditional algorithms.

Key concepts: Robustness (evolution), Diagonal, Adaptive beamformer, Algorithm, Computation, Beamforming, Control theory (sociology), Computational complexity theory

Related papers

Back to paper searchBrowse research topicsOriginal source
Robust Adaptive Beamforming Algorithm Based on Variable Diagonal Loading — Research Paper | ScholarLens