Robust adaptive beamforming algorithm
The performance of least mean squares（LMS） algorithm degraded dramatically in the presence of even slight steering vector mismatches.In order to overcome the shortage,a novel robust adaptive beamforming algorithm based on the variable diagonal loading technique was proposed.The signal steering vecto...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2009-01-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/74651624/ |
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| _version_ | 1841537590026567680 |
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| author | SONG Xin WANG Jin-kuan LIU Fu-lai WANG Bin |
| author_facet | SONG Xin WANG Jin-kuan LIU Fu-lai WANG Bin |
| author_sort | SONG Xin |
| collection | DOAJ |
| description | The performance of least mean squares（LMS） algorithm degraded dramatically in the presence of even slight steering vector mismatches.In order to overcome the shortage,a novel robust adaptive beamforming algorithm based on the variable diagonal loading technique was proposed.The signal steering vector was obtained via the gradient-descent method and the diagonal loading term was incorporated at each recursive step.Then,the optimal weight vector was de-rived.To account for the contradiction of convergence rate and steady errors,a function between the step size and input signals was built to obtain the variable step size.The proposed algorithm had a low complexity cost without the inverse matrix and eigendecomposition.The proposed algorithm offered faster convergence rate,provided a sufficient robustness against the mismatches and made the mean output array SINR consistently close to the optimal one.The theoretical analysis and simulation results demonstrate that the performance of the proposed algorithm can outperform that of the conventional algorithm. |
| format | Article |
| id | doaj-art-0bef4dcbfd1440d1a0d1f4d224f79951 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2009-01-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-0bef4dcbfd1440d1a0d1f4d224f799512025-01-14T08:29:12ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2009-01-013071274651624Robust adaptive beamforming algorithmSONG XinWANG Jin-kuanLIU Fu-laiWANG BinThe performance of least mean squares（LMS） algorithm degraded dramatically in the presence of even slight steering vector mismatches.In order to overcome the shortage,a novel robust adaptive beamforming algorithm based on the variable diagonal loading technique was proposed.The signal steering vector was obtained via the gradient-descent method and the diagonal loading term was incorporated at each recursive step.Then,the optimal weight vector was de-rived.To account for the contradiction of convergence rate and steady errors,a function between the step size and input signals was built to obtain the variable step size.The proposed algorithm had a low complexity cost without the inverse matrix and eigendecomposition.The proposed algorithm offered faster convergence rate,provided a sufficient robustness against the mismatches and made the mean output array SINR consistently close to the optimal one.The theoretical analysis and simulation results demonstrate that the performance of the proposed algorithm can outperform that of the conventional algorithm.http://www.joconline.com.cn/zh/article/74651624/adaptive beamformingvariable step sizediagonal loadingsignal steering vector mismatches |
| spellingShingle | SONG Xin WANG Jin-kuan LIU Fu-lai WANG Bin Robust adaptive beamforming algorithm Tongxin xuebao adaptive beamforming variable step size diagonal loading signal steering vector mismatches |
| title | Robust adaptive beamforming algorithm |
| title_full | Robust adaptive beamforming algorithm |
| title_fullStr | Robust adaptive beamforming algorithm |
| title_full_unstemmed | Robust adaptive beamforming algorithm |
| title_short | Robust adaptive beamforming algorithm |
| title_sort | robust adaptive beamforming algorithm |
| topic | adaptive beamforming variable step size diagonal loading signal steering vector mismatches |
| url | http://www.joconline.com.cn/zh/article/74651624/ |
| work_keys_str_mv | AT songxin robustadaptivebeamformingalgorithm AT wangjinkuan robustadaptivebeamformingalgorithm AT liufulai robustadaptivebeamformingalgorithm AT wangbin robustadaptivebeamformingalgorithm |