Modified Trimmed Mean FxLMS for Impuslive Noise Reduction in ANC

碩士 === 國立中央大學 === 通訊工程學系 === 104 === The Filtered-X Least Mean Square (FxLMS) algorithm has been widely used for Active Noise Control (ANC), which has a satisfying convergence performance in the Gaussian noise. Hence, there have been many researches studying how to improve its performance in the lit...

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Main Authors: Bo-Wei Jiang, 江柏緯
Other Authors: Dah-Chung Chang
Format: Others
Language:zh-TW
Published: 2016
Online Access:http://ndltd.ncl.edu.tw/handle/00796010472772582528
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spelling ndltd-TW-104NCU056501152017-06-25T04:38:18Z http://ndltd.ncl.edu.tw/handle/00796010472772582528 Modified Trimmed Mean FxLMS for Impuslive Noise Reduction in ANC 修正型截尾平均數 FxLMS 法用於主動噪音控制以減少脈衝噪音 Bo-Wei Jiang 江柏緯 碩士 國立中央大學 通訊工程學系 104 The Filtered-X Least Mean Square (FxLMS) algorithm has been widely used for Active Noise Control (ANC), which has a satisfying convergence performance in the Gaussian noise. Hence, there have been many researches studying how to improve its performance in the literature. Nevertheless, in practical applications, the ANC system can receive an unusual signal suddenly generated and called the impulsive noise (IN),which can result in serious performance degradation or convergence failure to the conventional FxLMS algorithm. Some references can be found discussing this issue, but many of the proposed solutions highly relies on the setup of pre-determined parameters dependent of special stituations for the modified FxLMS algorithms. In this thesis, the IN problem is dealt with mainly applying the trimmed mean method, which is adapted from order statistics. With the new FxLMS algorithm, there is no prerequisite to determine the parameters as required in the previous works. Through simulation results, we will show that the proposed method has better average noise reduction (ANR) performance compared to previous works. Dah-Chung Chang 張大中 2016 學位論文 ; thesis 74 zh-TW
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description 碩士 === 國立中央大學 === 通訊工程學系 === 104 === The Filtered-X Least Mean Square (FxLMS) algorithm has been widely used for Active Noise Control (ANC), which has a satisfying convergence performance in the Gaussian noise. Hence, there have been many researches studying how to improve its performance in the literature. Nevertheless, in practical applications, the ANC system can receive an unusual signal suddenly generated and called the impulsive noise (IN),which can result in serious performance degradation or convergence failure to the conventional FxLMS algorithm. Some references can be found discussing this issue, but many of the proposed solutions highly relies on the setup of pre-determined parameters dependent of special stituations for the modified FxLMS algorithms. In this thesis, the IN problem is dealt with mainly applying the trimmed mean method, which is adapted from order statistics. With the new FxLMS algorithm, there is no prerequisite to determine the parameters as required in the previous works. Through simulation results, we will show that the proposed method has better average noise reduction (ANR) performance compared to previous works.
author2 Dah-Chung Chang
author_facet Dah-Chung Chang
Bo-Wei Jiang
江柏緯
author Bo-Wei Jiang
江柏緯
spellingShingle Bo-Wei Jiang
江柏緯
Modified Trimmed Mean FxLMS for Impuslive Noise Reduction in ANC
author_sort Bo-Wei Jiang
title Modified Trimmed Mean FxLMS for Impuslive Noise Reduction in ANC
title_short Modified Trimmed Mean FxLMS for Impuslive Noise Reduction in ANC
title_full Modified Trimmed Mean FxLMS for Impuslive Noise Reduction in ANC
title_fullStr Modified Trimmed Mean FxLMS for Impuslive Noise Reduction in ANC
title_full_unstemmed Modified Trimmed Mean FxLMS for Impuslive Noise Reduction in ANC
title_sort modified trimmed mean fxlms for impuslive noise reduction in anc
publishDate 2016
url http://ndltd.ncl.edu.tw/handle/00796010472772582528
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