Constant modulus algorithm for blind equalization under impulsive noise environments
The presence of α stable distributed ambient channel noise in wireless systems can degrade the per-formance of existing constamt modulus(CM) equalizers.The problem of blind equalization in noisy communication channels was investigated by addressing the negative effects of heavy-tailed noise to the o...
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Language: | zho |
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Editorial Department of Journal on Communications
2009-01-01
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Series: | Tongxin xuebao |
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Online Access: | http://www.joconline.com.cn/zh/article/74651328/ |
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author | GUO Ying1 QIU Tian-shuang1 TANG Hong1 PARK Yong-wan2 |
author_facet | GUO Ying1 QIU Tian-shuang1 TANG Hong1 PARK Yong-wan2 |
author_sort | GUO Ying1 |
collection | DOAJ |
description | The presence of α stable distributed ambient channel noise in wireless systems can degrade the per-formance of existing constamt modulus(CM) equalizers.The problem of blind equalization in noisy communication channels was investigated by addressing the negative effects of heavy-tailed noise to the original constant modulus algorithm based on a stochastic gradient descent(SGD-CMA).Two modified algorithms were proposed.The first is robust CM algorithm based on SGD(SGD-RCMA) and the second is robust CM based on recursive least square(RLS-RCMA) novel methods are robust under both Gaussian and α stable distributed ambient noise environments.And compared to SGD-RCMA method,the RLS-RCMA method has a significantly faster convergence rate and more powerful ISI impressing ability. |
format | Article |
id | doaj-art-90b8f5740a41494a8bd69f2f9651d9cf |
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-90b8f5740a41494a8bd69f2f9651d9cf2025-01-14T08:29:33ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2009-01-0130354074651328Constant modulus algorithm for blind equalization under impulsive noise environmentsGUO Ying1QIU Tian-shuang1TANG Hong1PARK Yong-wan2The presence of α stable distributed ambient channel noise in wireless systems can degrade the per-formance of existing constamt modulus(CM) equalizers.The problem of blind equalization in noisy communication channels was investigated by addressing the negative effects of heavy-tailed noise to the original constant modulus algorithm based on a stochastic gradient descent(SGD-CMA).Two modified algorithms were proposed.The first is robust CM algorithm based on SGD(SGD-RCMA) and the second is robust CM based on recursive least square(RLS-RCMA) novel methods are robust under both Gaussian and α stable distributed ambient noise environments.And compared to SGD-RCMA method,the RLS-RCMA method has a significantly faster convergence rate and more powerful ISI impressing ability.http://www.joconline.com.cn/zh/article/74651328/blind equalizationconstant modulus algorithmrecursive least squares |
spellingShingle | GUO Ying1 QIU Tian-shuang1 TANG Hong1 PARK Yong-wan2 Constant modulus algorithm for blind equalization under impulsive noise environments Tongxin xuebao blind equalization constant modulus algorithm recursive least squares |
title | Constant modulus algorithm for blind equalization under impulsive noise environments |
title_full | Constant modulus algorithm for blind equalization under impulsive noise environments |
title_fullStr | Constant modulus algorithm for blind equalization under impulsive noise environments |
title_full_unstemmed | Constant modulus algorithm for blind equalization under impulsive noise environments |
title_short | Constant modulus algorithm for blind equalization under impulsive noise environments |
title_sort | constant modulus algorithm for blind equalization under impulsive noise environments |
topic | blind equalization constant modulus algorithm recursive least squares |
url | http://www.joconline.com.cn/zh/article/74651328/ |
work_keys_str_mv | AT guoying1 constantmodulusalgorithmforblindequalizationunderimpulsivenoiseenvironments AT qiutianshuang1 constantmodulusalgorithmforblindequalizationunderimpulsivenoiseenvironments AT tanghong1 constantmodulusalgorithmforblindequalizationunderimpulsivenoiseenvironments AT parkyongwan2 constantmodulusalgorithmforblindequalizationunderimpulsivenoiseenvironments |