Alternating minimum mean square error hybrid beamforming algorithm in mmWave MIMO system
The two-stage hybrid beamforming architecture can solve the problem of limited number of RF chains effectively.However,it is still difficult to design a hybrid beamforming algorithm with better performance.In order to achieve higher spectral efficiency,an alternating minimum mean square error (Alt-M...
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Beijing Xintong Media Co., Ltd
2017-08-01
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Series: | Dianxin kexue |
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Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017205/ |
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author | Min SHEN Hao XU Yun HE Pengguang ZHOU |
author_facet | Min SHEN Hao XU Yun HE Pengguang ZHOU |
author_sort | Min SHEN |
collection | DOAJ |
description | The two-stage hybrid beamforming architecture can solve the problem of limited number of RF chains effectively.However,it is still difficult to design a hybrid beamforming algorithm with better performance.In order to achieve higher spectral efficiency,an alternating minimum mean square error (Alt-MMSE) hybrid beamforming algorithm was proposed.Firstly,the initial digital matrix by using the orthogonal properties of the digital matrix was designed,and then the digital matrix by minimizing the square error of the transmitted signal and the received signal was updated.During each iteration,the phase of the analog matrix could be obtained from the updated digital matrix and the optimal fully digital matrix.The simulation results show that the proposed algorithm has better performance and is closer to fully digital beamforming than OMP hybrid beamforming algorithm and hybrid processing scheme based on matrix decomposition . |
format | Article |
id | doaj-art-1e4c7ba96c874ea3bff36d5015aa428f |
institution | Kabale University |
issn | 1000-0801 |
language | zho |
publishDate | 2017-08-01 |
publisher | Beijing Xintong Media Co., Ltd |
record_format | Article |
series | Dianxin kexue |
spelling | doaj-art-1e4c7ba96c874ea3bff36d5015aa428f2025-01-15T03:12:18ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012017-08-0133778459600670Alternating minimum mean square error hybrid beamforming algorithm in mmWave MIMO systemMin SHENHao XUYun HEPengguang ZHOUThe two-stage hybrid beamforming architecture can solve the problem of limited number of RF chains effectively.However,it is still difficult to design a hybrid beamforming algorithm with better performance.In order to achieve higher spectral efficiency,an alternating minimum mean square error (Alt-MMSE) hybrid beamforming algorithm was proposed.Firstly,the initial digital matrix by using the orthogonal properties of the digital matrix was designed,and then the digital matrix by minimizing the square error of the transmitted signal and the received signal was updated.During each iteration,the phase of the analog matrix could be obtained from the updated digital matrix and the optimal fully digital matrix.The simulation results show that the proposed algorithm has better performance and is closer to fully digital beamforming than OMP hybrid beamforming algorithm and hybrid processing scheme based on matrix decomposition .http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017205/mmWave MIMOminimum mean square errorhybrid beamformingRF chain |
spellingShingle | Min SHEN Hao XU Yun HE Pengguang ZHOU Alternating minimum mean square error hybrid beamforming algorithm in mmWave MIMO system Dianxin kexue mmWave MIMO minimum mean square error hybrid beamforming RF chain |
title | Alternating minimum mean square error hybrid beamforming algorithm in mmWave MIMO system |
title_full | Alternating minimum mean square error hybrid beamforming algorithm in mmWave MIMO system |
title_fullStr | Alternating minimum mean square error hybrid beamforming algorithm in mmWave MIMO system |
title_full_unstemmed | Alternating minimum mean square error hybrid beamforming algorithm in mmWave MIMO system |
title_short | Alternating minimum mean square error hybrid beamforming algorithm in mmWave MIMO system |
title_sort | alternating minimum mean square error hybrid beamforming algorithm in mmwave mimo system |
topic | mmWave MIMO minimum mean square error hybrid beamforming RF chain |
url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017205/ |
work_keys_str_mv | AT minshen alternatingminimummeansquareerrorhybridbeamformingalgorithminmmwavemimosystem AT haoxu alternatingminimummeansquareerrorhybridbeamformingalgorithminmmwavemimosystem AT yunhe alternatingminimummeansquareerrorhybridbeamformingalgorithminmmwavemimosystem AT pengguangzhou alternatingminimummeansquareerrorhybridbeamformingalgorithminmmwavemimosystem |