Assessing the performance of compound smoother in extracting sine signal from heavy noise

The 4253H (Twice) is a type of established non-linear compound smoother that has the capability to extract signal from heavy noise. In this paper, the performance of 4253H (Twice) in recovering the sine signal with the existence of four different percentage of contaminated error were assessed. The p...

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Main Authors: Khairol Azmi, Nurul Nisa', Adam, Mohd Bakri, Shitan, Mahendran, Ali, Norhaslinda
Format: Conference or Workshop Item
Language:English
Published: AIP Publishing 2016
Online Access:http://psasir.upm.edu.my/id/eprint/57400/1/Assessing%20the%20performance%20of%20compound%20smoother%20in%20extracting%20sine%20signal%20from%20heavy%20noise.pdf
http://psasir.upm.edu.my/id/eprint/57400/
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spelling my.upm.eprints.574002017-09-27T07:28:24Z http://psasir.upm.edu.my/id/eprint/57400/ Assessing the performance of compound smoother in extracting sine signal from heavy noise Khairol Azmi, Nurul Nisa' Adam, Mohd Bakri Shitan, Mahendran Ali, Norhaslinda The 4253H (Twice) is a type of established non-linear compound smoother that has the capability to extract signal from heavy noise. In this paper, the performance of 4253H (Twice) in recovering the sine signal with the existence of four different percentage of contaminated error were assessed. The performances are measured by the mean of least square coefficient linear regression of the smoothed sequence on the signal sequence and Estimated Integrated Mean Square Error via simulation process. The 4253H (Twice) performs best in extracting the signal at low frequency. At the present of 75% contaminated error, this method manages to recover the signal fairly well. Therefore, 4253H (Twice) is an effective method in smoothing the heavy noise data. AIP Publishing 2016 Conference or Workshop Item PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/57400/1/Assessing%20the%20performance%20of%20compound%20smoother%20in%20extracting%20sine%20signal%20from%20heavy%20noise.pdf Khairol Azmi, Nurul Nisa' and Adam, Mohd Bakri and Shitan, Mahendran and Ali, Norhaslinda (2016) Assessing the performance of compound smoother in extracting sine signal from heavy noise. In: 4th International Conference on Mathematical Sciences (ICMS4), 15-17 Nov. 2016, Putrajaya, Malaysia. (pp. 1-7). 10.1063/1.4980996
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description The 4253H (Twice) is a type of established non-linear compound smoother that has the capability to extract signal from heavy noise. In this paper, the performance of 4253H (Twice) in recovering the sine signal with the existence of four different percentage of contaminated error were assessed. The performances are measured by the mean of least square coefficient linear regression of the smoothed sequence on the signal sequence and Estimated Integrated Mean Square Error via simulation process. The 4253H (Twice) performs best in extracting the signal at low frequency. At the present of 75% contaminated error, this method manages to recover the signal fairly well. Therefore, 4253H (Twice) is an effective method in smoothing the heavy noise data.
format Conference or Workshop Item
author Khairol Azmi, Nurul Nisa'
Adam, Mohd Bakri
Shitan, Mahendran
Ali, Norhaslinda
spellingShingle Khairol Azmi, Nurul Nisa'
Adam, Mohd Bakri
Shitan, Mahendran
Ali, Norhaslinda
Assessing the performance of compound smoother in extracting sine signal from heavy noise
author_facet Khairol Azmi, Nurul Nisa'
Adam, Mohd Bakri
Shitan, Mahendran
Ali, Norhaslinda
author_sort Khairol Azmi, Nurul Nisa'
title Assessing the performance of compound smoother in extracting sine signal from heavy noise
title_short Assessing the performance of compound smoother in extracting sine signal from heavy noise
title_full Assessing the performance of compound smoother in extracting sine signal from heavy noise
title_fullStr Assessing the performance of compound smoother in extracting sine signal from heavy noise
title_full_unstemmed Assessing the performance of compound smoother in extracting sine signal from heavy noise
title_sort assessing the performance of compound smoother in extracting sine signal from heavy noise
publisher AIP Publishing
publishDate 2016
url http://psasir.upm.edu.my/id/eprint/57400/1/Assessing%20the%20performance%20of%20compound%20smoother%20in%20extracting%20sine%20signal%20from%20heavy%20noise.pdf
http://psasir.upm.edu.my/id/eprint/57400/
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score 13.211869