MVDR Algorithm Based on Estimated Diagonal Loading for Beamforming
Beamforming algorithm is widely used in many signal processing fields. At present, the typical beamforming algorithm is MVDR (Minimum Variance Distortionless Response). However, the performance of MVDR algorithm relies on the accurate covariance matrix. The MVDR algorithm declines dramatically with...
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Series: | Mathematical Problems in Engineering |
Online Access: | http://dx.doi.org/10.1155/2017/7904356 |
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doaj-02673165266f4547a1ef43d487d903972020-11-24T21:16:51ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472017-01-01201710.1155/2017/79043567904356MVDR Algorithm Based on Estimated Diagonal Loading for BeamformingYuteng Xiao0Jihang Yin1Honggang Qi2Hongsheng Yin3Gang Hua4China University of Mining and Technology, Xuzhou 221116, ChinaChina University of Mining and Technology, Xuzhou 221116, ChinaUniversity of Chinese Academy of Sciences, Beijing 101408, ChinaChina University of Mining and Technology, Xuzhou 221116, ChinaChina University of Mining and Technology, Xuzhou 221116, ChinaBeamforming algorithm is widely used in many signal processing fields. At present, the typical beamforming algorithm is MVDR (Minimum Variance Distortionless Response). However, the performance of MVDR algorithm relies on the accurate covariance matrix. The MVDR algorithm declines dramatically with the inaccurate covariance matrix. To solve the problem, studying the beamforming array signal model and beamforming MVDR algorithm, we improve MVDR algorithm based on estimated diagonal loading for beamforming. MVDR optimization model based on diagonal loading compensation is established and the interval of the diagonal loading compensation value is deduced on the basis of the matrix theory. The optimal diagonal loading value in the interval is also determined through the experimental method. The experimental results show that the algorithm compared with existing algorithms is practical and effective.http://dx.doi.org/10.1155/2017/7904356 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Yuteng Xiao Jihang Yin Honggang Qi Hongsheng Yin Gang Hua |
spellingShingle |
Yuteng Xiao Jihang Yin Honggang Qi Hongsheng Yin Gang Hua MVDR Algorithm Based on Estimated Diagonal Loading for Beamforming Mathematical Problems in Engineering |
author_facet |
Yuteng Xiao Jihang Yin Honggang Qi Hongsheng Yin Gang Hua |
author_sort |
Yuteng Xiao |
title |
MVDR Algorithm Based on Estimated Diagonal Loading for Beamforming |
title_short |
MVDR Algorithm Based on Estimated Diagonal Loading for Beamforming |
title_full |
MVDR Algorithm Based on Estimated Diagonal Loading for Beamforming |
title_fullStr |
MVDR Algorithm Based on Estimated Diagonal Loading for Beamforming |
title_full_unstemmed |
MVDR Algorithm Based on Estimated Diagonal Loading for Beamforming |
title_sort |
mvdr algorithm based on estimated diagonal loading for beamforming |
publisher |
Hindawi Limited |
series |
Mathematical Problems in Engineering |
issn |
1024-123X 1563-5147 |
publishDate |
2017-01-01 |
description |
Beamforming algorithm is widely used in many signal processing fields. At present, the typical beamforming algorithm is MVDR (Minimum Variance Distortionless Response). However, the performance of MVDR algorithm relies on the accurate covariance matrix. The MVDR algorithm declines dramatically with the inaccurate covariance matrix. To solve the problem, studying the beamforming array signal model and beamforming MVDR algorithm, we improve MVDR algorithm based on estimated diagonal loading for beamforming. MVDR optimization model based on diagonal loading compensation is established and the interval of the diagonal loading compensation value is deduced on the basis of the matrix theory. The optimal diagonal loading value in the interval is also determined through the experimental method. The experimental results show that the algorithm compared with existing algorithms is practical and effective. |
url |
http://dx.doi.org/10.1155/2017/7904356 |
work_keys_str_mv |
AT yutengxiao mvdralgorithmbasedonestimateddiagonalloadingforbeamforming AT jihangyin mvdralgorithmbasedonestimateddiagonalloadingforbeamforming AT honggangqi mvdralgorithmbasedonestimateddiagonalloadingforbeamforming AT hongshengyin mvdralgorithmbasedonestimateddiagonalloadingforbeamforming AT ganghua mvdralgorithmbasedonestimateddiagonalloadingforbeamforming |
_version_ |
1726015359613403136 |