Use The Coiflets and Daubechies Wavelet Transform To Reduce Data Noise For a Simple Experiment

In this research, a simple experiment in the field of agriculture was studied, in terms of the effect of out-of-control noise as a result of several reasons, including the effect of environmental conditions on the observations of agricultural experiments, through the use of Discrete Wavelet transfor...

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Main Authors: Mahmood Taher, Sabah Manfi Redha
Format: Article
Language:Arabic
Published: College of Computer Science and Mathematics, University of Mosul 2022-12-01
Series:المجلة العراقية للعلوم الاحصائية
Subjects:
Online Access:https://stats.mosuljournals.com/article_176225_f6b77a9426ed793b5ed83ee4e12083d5.pdf
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author Mahmood Taher
Sabah Manfi Redha
author_facet Mahmood Taher
Sabah Manfi Redha
author_sort Mahmood Taher
collection DOAJ
description In this research, a simple experiment in the field of agriculture was studied, in terms of the effect of out-of-control noise as a result of several reasons, including the effect of environmental conditions on the observations of agricultural experiments, through the use of Discrete Wavelet transformation, specifically (The Coiflets transform of wavelength 1 to 2 and the Daubechies transform of wavelength 2 To 3) based on two levels of transform (J-4) and (J-5), and applying the hard threshold rules, soft and non-negative, and comparing the wavelet transformation methods using real data for an experiment with a size of 2<sup>6</sup> observations. The application was carried out through a program in the language of  MATLAB. The researcher concluded that using the wavelet transform with the Suggested threshold reduced the noise of observations through the comparison criteria.
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spelling doaj.art-53915e7e6d9f463090f09b1ccc47bd762023-01-11T08:30:10ZaraCollege of Computer Science and Mathematics, University of Mosulالمجلة العراقية للعلوم الاحصائية1680-855X2664-29562022-12-0119213815410.33899/iqjoss.2022.176225176225Use The Coiflets and Daubechies Wavelet Transform To Reduce Data Noise For a Simple ExperimentMahmood Taher0Sabah Manfi Redha1Teacher/ College of Computer science and Mathematics / Mosul University.Professor, Department of Statistics, College of Administration And Economics , Baghdad University, Iraq.In this research, a simple experiment in the field of agriculture was studied, in terms of the effect of out-of-control noise as a result of several reasons, including the effect of environmental conditions on the observations of agricultural experiments, through the use of Discrete Wavelet transformation, specifically (The Coiflets transform of wavelength 1 to 2 and the Daubechies transform of wavelength 2 To 3) based on two levels of transform (J-4) and (J-5), and applying the hard threshold rules, soft and non-negative, and comparing the wavelet transformation methods using real data for an experiment with a size of 2<sup>6</sup> observations. The application was carried out through a program in the language of  MATLAB. The researcher concluded that using the wavelet transform with the Suggested threshold reduced the noise of observations through the comparison criteria.https://stats.mosuljournals.com/article_176225_f6b77a9426ed793b5ed83ee4e12083d5.pdf:data noisewaveletcoifletsdaubechiesrandom complete blocks design
spellingShingle Mahmood Taher
Sabah Manfi Redha
Use The Coiflets and Daubechies Wavelet Transform To Reduce Data Noise For a Simple Experiment
المجلة العراقية للعلوم الاحصائية
:data noise
wavelet
coiflets
daubechies
random complete blocks design
title Use The Coiflets and Daubechies Wavelet Transform To Reduce Data Noise For a Simple Experiment
title_full Use The Coiflets and Daubechies Wavelet Transform To Reduce Data Noise For a Simple Experiment
title_fullStr Use The Coiflets and Daubechies Wavelet Transform To Reduce Data Noise For a Simple Experiment
title_full_unstemmed Use The Coiflets and Daubechies Wavelet Transform To Reduce Data Noise For a Simple Experiment
title_short Use The Coiflets and Daubechies Wavelet Transform To Reduce Data Noise For a Simple Experiment
title_sort use the coiflets and daubechies wavelet transform to reduce data noise for a simple experiment
topic :data noise
wavelet
coiflets
daubechies
random complete blocks design
url https://stats.mosuljournals.com/article_176225_f6b77a9426ed793b5ed83ee4e12083d5.pdf
work_keys_str_mv AT mahmoodtaher usethecoifletsanddaubechieswavelettransformtoreducedatanoiseforasimpleexperiment
AT sabahmanfiredha usethecoifletsanddaubechieswavelettransformtoreducedatanoiseforasimpleexperiment