RLS Beamforming Algorithm Based on Wavelet Transform
On the basis of analyzing the recursive least square algorithm（RLS）, in order to improve the performance of RLS algorithm, the idea of denoising by wavelet transform was introduced and the RLS beamforming algorithm which is based on wavelet transform was put forward. This algorithm uses soft thresho...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2015-02-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015029/ |
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| _version_ | 1841529083571208192 |
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| author | Jihong Zhao Pei Lei Weihua Wang Hua Qu Dan He |
| author_facet | Jihong Zhao Pei Lei Weihua Wang Hua Qu Dan He |
| author_sort | Jihong Zhao |
| collection | DOAJ |
| description | On the basis of analyzing the recursive least square algorithm（RLS）, in order to improve the performance of RLS algorithm, the idea of denoising by wavelet transform was introduced and the RLS beamforming algorithm which is based on wavelet transform was put forward. This algorithm uses soft thresholding wavelet transform for signal denoising, solves the problem that the traditional Adaptive beamforming algorithm is sensitive to noise and the steady-state error is big under the environment of the low signal to noise ratio（SNR）and small forgetting factor. Finally, the simulation results show that compared with the traditional RLS algorithm, this algorithm has smaller steady-state error and fast tracking speed and convergence speed, and good results of beamforming. |
| format | Article |
| id | doaj-art-44dd5bc053344109be50a38750ff254f |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2015-02-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-44dd5bc053344109be50a38750ff254f2025-01-15T03:24:20ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012015-02-013110811259798938RLS Beamforming Algorithm Based on Wavelet TransformJihong ZhaoPei LeiWeihua WangHua QuDan HeOn the basis of analyzing the recursive least square algorithm（RLS）, in order to improve the performance of RLS algorithm, the idea of denoising by wavelet transform was introduced and the RLS beamforming algorithm which is based on wavelet transform was put forward. This algorithm uses soft thresholding wavelet transform for signal denoising, solves the problem that the traditional Adaptive beamforming algorithm is sensitive to noise and the steady-state error is big under the environment of the low signal to noise ratio（SNR）and small forgetting factor. Finally, the simulation results show that compared with the traditional RLS algorithm, this algorithm has smaller steady-state error and fast tracking speed and convergence speed, and good results of beamforming.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015029/beamformingrecursive least square algorithmwavelet transform |
| spellingShingle | Jihong Zhao Pei Lei Weihua Wang Hua Qu Dan He RLS Beamforming Algorithm Based on Wavelet Transform Dianxin kexue beamforming recursive least square algorithm wavelet transform |
| title | RLS Beamforming Algorithm Based on Wavelet Transform |
| title_full | RLS Beamforming Algorithm Based on Wavelet Transform |
| title_fullStr | RLS Beamforming Algorithm Based on Wavelet Transform |
| title_full_unstemmed | RLS Beamforming Algorithm Based on Wavelet Transform |
| title_short | RLS Beamforming Algorithm Based on Wavelet Transform |
| title_sort | rls beamforming algorithm based on wavelet transform |
| topic | beamforming recursive least square algorithm wavelet transform |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015029/ |
| work_keys_str_mv | AT jihongzhao rlsbeamformingalgorithmbasedonwavelettransform AT peilei rlsbeamformingalgorithmbasedonwavelettransform AT weihuawang rlsbeamformingalgorithmbasedonwavelettransform AT huaqu rlsbeamformingalgorithmbasedonwavelettransform AT danhe rlsbeamformingalgorithmbasedonwavelettransform |