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


Citation

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).

Abstract

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.


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Additional Metadata

Item Type: Conference or Workshop Item (Paper)
Divisions: Institute for Mathematical Research
DOI Number: https://doi.org/10.1063/1.4980996
Publisher: AIP Publishing
Keywords: Signal; Heavy noise; 4253H (Twice); Smoothing
Depositing User: Nabilah Mustapa
Date Deposited: 27 Sep 2017 07:28
Last Modified: 27 Sep 2017 07:28
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1063/1.4980996
URI: http://psasir.upm.edu.my/id/eprint/57400
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